# Hailo AI on the Edge Processors | Edge AI Chip Solutions > Markdown mirror of DialtoneApp's public top-site detail page for `hailo.ai`. URL: https://dialtoneapp.com/top-sites/hailo.ai/index.md Canonical HTML: https://dialtoneapp.com/top-sites/hailo.ai ## Summary - Domain: `hailo.ai` - Website: https://hailo.ai - Description: ai readable | score 20 | purchase read only - Label: ai_readable - Payment surface: Not available - Purchase boundary: read_only - Control boundary: unknown - Rank: 287925 ## robots ~~~text # Allow specific AI crawlers User-agent: GPTBot Allow: / User-agent: Google-Extended Allow: / User-agent: CCBot Allow: / # General rules for all crawlers User-agent: * # --- Admin & system areas --- Disallow: /wp-admin # WordPress admin area Disallow: /developer-zone # Developer zone (restricted area) Disallow: /authorization # Authorization page # --- URL parameters --- Disallow: /*?redirect_to= # Prevent redirect URL parameters from indexing Disallow: /*?dl_dev=true&file= # Prevent direct download links from indexing Disallow: /*?filter= # Prevent filtered parameter pages Disallow: /*?sort= # Prevent sorted parameter pages Disallow: /?s= # Prevent search results from indexing Disallow: /*?post_type=af-resource # Prevent technical af-resource URLs from indexing Disallow: /*?post_type=af-product # Prevent technical af-product URLs from indexing # --- Search and internal listings --- Disallow: /search/ # Search result pages Disallow: /dev-zone-data/ # Developer zone data repository Disallow: /files/ # Files directory # --- Allow Specific PDFs --- Allow: /files/hailo-10h-m-2-et-product-brief-en/ Allow: /files/hailo-10h-product-brief-en/ Allow: /files/hailo-15l-product-brief-en/ Allow: /files/hailo-company-brochure-en/ Allow: /files/hailo-company-brochure-ja/ Allow: /files/hailo-company-brochure-pt/ Allow: /files/hailo-company-brochure-zhs/ # --- Language-specific exclusions --- Disallow: /zh-hans/blog/未分类/ # Chinese unclassified blog category # Sitemap location Sitemap: https://hailo.ai/sitemap_index.xml ~~~ ## llms ~~~text # Hailo > Gain valuable insights into AI technology and industry trends with Hailo's blog page 2, for tech enthusiasts and professionals alike. --- ## Posts - [Bringing On-device Generative AI to the PI: When and why you’ll need the Raspberry PI AI HAT+ 2](https://hailo.ai/blog/bringing-on-device-generative-ai-to-the-pi-when-and-why-youll-need-the-raspberry-pi-ai-hat-2/): The Raspberry Pi AI HAT+ 2 is the official GenAI PCIe add-on for Raspberry Pi 5, released on January 15th... - [Bringing On-device Generative AI to the PI: When and why you’ll need the Raspberry PI AI HAT+ 2](https://hailo.ai/zh-hans/blog/bringing-on-device-generative-ai-to-the-pi-when-and-why-youll-need-the-raspberry-pi-ai-hat-2/): The Raspberry Pi AI HAT+ 2 is the official GenAI PCIe add-on for Raspberry Pi 5, released on January 15th... - [Bringing On-device Generative AI to the PI: When and why you’ll need the Raspberry PI AI HAT+ 2](https://hailo.ai/de/blog/bringing-on-device-generative-ai-to-the-pi-when-and-why-youll-need-the-raspberry-pi-ai-hat-2/): The Raspberry Pi AI HAT+ 2 is the official GenAI PCIe add-on for Raspberry Pi 5, released on January 15th... - [Bringing On-device Generative AI to the PI: When and why you’ll need the Raspberry PI AI HAT+ 2](https://hailo.ai/ja/blog/bringing-on-device-generative-ai-to-the-pi-when-and-why-youll-need-the-raspberry-pi-ai-hat-2/): The Raspberry Pi AI HAT+ 2 is the official GenAI PCIe add-on for Raspberry Pi 5, released on January 15th... - [DRAM Shortage in Edge AI: Doing More With Less](https://hailo.ai/blog/dram-shortage-in-edge-ai-doing-more-with-less/): The shortage in memory components and the soaring prices of DRAM of all sizes is forcing a rethink of AI... - [DRAM Shortage in Edge AI: Doing More With Less](https://hailo.ai/zh-hans/blog/dram-shortage-in-edge-ai-doing-more-with-less/): The shortage in memory components and the soaring prices of DRAM of all sizes is forcing a rethink of AI... - [DRAM Shortage in Edge AI: Doing More With Less](https://hailo.ai/de/blog/dram-shortage-in-edge-ai-doing-more-with-less/): The shortage in memory components and the soaring prices of DRAM of all sizes is forcing a rethink of AI... - [DRAM Shortage in Edge AI: Doing More With Less](https://hailo.ai/ja/blog/dram-shortage-in-edge-ai-doing-more-with-less/): The shortage in memory components and the soaring prices of DRAM of all sizes is forcing a rethink of AI... - [Plug-and-Play AI: Hailo, Frigate, and Home Assistant Integration](https://hailo.ai/blog/plug-and-play-ai-hailo-frigate-and-home-assistant-integration/): Here’s everything you need to know about the Hailo integration into Frigate NVR and Home Assistant (HA): The What This integration combines the capabilities of the Frigate video... - [Plug-and-Play AI: Hailo, Frigate, and Home Assistant Integration](https://hailo.ai/zh-hans/blog/plug-and-play-ai-hailo-frigate-and-home-assistant-integration/): Here’s everything you need to know about the Hailo integration into Frigate NVR and Home Assistant (HA): The What This integration combines the capabilities of the Frigate video... - [Plug-and-Play AI: Hailo, Frigate, and Home Assistant Integration](https://hailo.ai/de/blog/plug-and-play-ai-hailo-frigate-and-home-assistant-integration/): Here’s everything you need to know about the Hailo integration into Frigate NVR and Home Assistant (HA): The What This integration combines the capabilities of the Frigate video... - [Plug-and-Play AI: Hailo, Frigate, and Home Assistant Integration](https://hailo.ai/ja/blog/plug-and-play-ai-hailo-frigate-and-home-assistant-integration/): Here’s everything you need to know about the Hailo integration into Frigate NVR and Home Assistant (HA): The What This integration combines the capabilities of the Frigate video... - [Bringing Generative AI to the Edge: LLM on Hailo-10H](https://hailo.ai/blog/bringing-generative-ai-to-the-edge-llm-on-hailo-10h/): Introduction Edge AI deployment of Large Language Models (LLMs) represents the next frontier in bringing advanced artificial intelligence capabilities to... - [将生成式人工智能引入边缘：Hailo-10H上的大型语言模型示例](https://hailo.ai/zh-hans/blog/bringing-generative-ai-to-the-edge-llm-on-hailo-10h/): 导言 大型语言模型（LLM）的边缘人工智能部署是将先进人工智能功能引入资源受限环境的新前沿领域。本白皮书探讨Hailo-10H这一先进的人工智能加速器如何在边缘实现高效大型语言模型部署，在提供高性能的同时应对内存限制、能效和计算约束等独特挑战。通过创新的优化技术、全面的工具链支持和专门的运行环境，Hailo-10H让开发人员能够在各种边缘应用中利用大型语言模型的强大功能，而不降低性能或精度。 什么是大型语言模型？ 大型语言模型（LLM）是先进的神经网络，通过从海量数据集中学习模式来处理和生成类人文本。它们已被广泛应用于客户服务聊天机器人、自动内容创建、语言翻译甚至代码生成等商业环境中，推动着各行各业的创新。 本质上，大型语言模型建立在自回归架构上，它按顺序生成文本，根据前面的上下文预测各个词语。这种后词预测训练可以让模型学习语言模式并生成有条理的响应。不过，这种方法需要反复处理相同的上下文来生成新词元。为加快推理速度，通常使用键值（KV）缓存1。键值缓存存储前一个词元的中间计算结果，从而减少冗余处理，加快后续预测速度。使用键值缓存进行推理涉及两个关键阶段：(1) 预填充阶段，在这一阶段处理输入提示并生成中间计算结果；(2) 生成阶段，高效利用这些缓存结果按顺序生成词元。 边缘部署：优势与挑战 虽然基于云的大型语言模型目前在大多数应用中占主导地位，但在边缘设备（如智能手机、汽车、物联网设备和嵌入式系统）上部署大型语言模型具有诸多优势。其中包括降低延迟、提高隐私性、降低成本以及增强对连接问题的适应能力，从而实现实时、上下文感知处理，而无需依赖外部服务器。另一方面，在边缘设备上部署大型语言模型面临着与内存限制、计算效率和功耗相关的独特挑战，需要专门的硬件和优化技术。 由于大型语言模型需要大量内存，因此产生了巨大的挑战。例如，在使用4位权重时，一个2K词元键值缓存的15亿参数模型大约需要1. 2GB内存。随着模型规模的扩大，优化内存使用对于高效部署至关重要，尤其是在边缘设备上。量化等技术可将模型权重的精度降低到较低的位元表示，预填充和逐词元生成阶段之间的权重共享等技术有助于在保持性能的同时最大限度地减少内存消耗。这种优化对于在内存受限的边缘设备上部署大型语言模型同时保持速度和精度至关重要。内存需求的另一个重要因素是上下文长度，例如，在Llama2-7B中，当使用8位量化激活时，每1K词元的上下文会额外增加256MB，这与云部署不同，也会阻碍边缘设备上的大上下文长度。 性能指标和评估 为了评估大型语言模型的推理性能，通常使用两个关键指标：首词元时间（TTFT）和每秒词元数（TPS）。首词元时间是指从提交输入提示到收到第一个生成词元之间的延迟时间，这在很大程度上受到预填充阶段和计算效率的影响。降低首词元时间对语音助手和聊天机器人等实时应用至关重要，因为在这些应用中，即时响应可提升用户体验。每秒词元数则衡量第一个词元出现后后续词元生成的速度，直接影响模型的流畅性和响应速度。更高的每秒词元数可确保更流畅的文本生成，这对于对话式人工智能和流媒体应用尤其有利。优化首词元时间和每秒词元数对于确保大型语言模型性能平稳高效至关重要。 随着大型语言模型被部署到各种不同的用例中，评估其准确性以及比较不同的模型或评估量化的影响成为一项复杂的任务。为确保评估的全面性，通常会使用多个数据集和衡量标准。例如，可以对模型进行常识性问答、代码相关任务和摘要准确性测试。这一挑战在边缘设备上更为明显，因为硬件限制了模型大小和上下文长度。在下一节中，我们将探讨旨在对模型进行有效微调并针对特定任务优化模型的低秩适应（LoRA）技术。 什么是低秩适应？ 从头开始训练大型语言模型是一个昂贵而耗时的过程，需要大量的计算资源和专门的基础设施。因此，我们通常采用更有效的技术，使预先训练的大型语言模型适应特定的用例，同时利用在最初训练时已经学到的知识。低秩适应（LoRA）是为实现这一目标使用最广泛的方法之一。低秩适应的工作原理是，在保持核心模型权重不变的情况下，添加参数数量有限（例如约为原始模型的1-5%）的小型可训练层。 由于低秩适应只更新一小部分参数，因此只需相对较少的数据和最低限度的计算资源就能进行微调。例如，使用低秩适应微调一个70亿参数的大型语言模型，只需一个GPU即可完成，因此即使对于硬件有限的机构来说，这也是实用的解决方案。此外，低秩适应通常只需要包含数千个示例的数据集，从而大大降低了特定领域适应所需的成本和工作量。 除了训练效率之外，低秩适应还为边缘部署提供了独特的优势。由于大多数模型权重保持不变，因此可以在内存受限的设备上动态存储和交换多个低秩适应适配器。这样，单一基础模型就能有效地为多个任务提供服务，而不会产生过多的内存开销。例如，智能相机可以使用一个配备不同低秩适应适配器的基础模型，用于图像字幕、OCR和车牌识别。其次，针对特定任务对模型进行微调，可使计算要求较低的小型模型达到较高的精度，这与为通用用途设计的大型云端模型不同。例如，在特定领域中，一个针对摘要化进行微调的15亿参数模型可以胜过一个70亿参数的通用模型。这些优势使低秩适应成为在边缘设备上部署大型语言模型的基本技术，有助于缩小资源限制与高质量人工智能性能之间的差距。在Hailo，我们在工具链中集成了全面的低秩适应支持，为大型语言模型部署提供一流的边缘人工智能体验。这样，开发人员就能针对特定用例有效地定制模型，同时在边缘环境的功耗和内存限制下保持最佳性能。 在Hailo-10H上运行大型语言模型 Hailo-10H是一款为边缘设备高效生成式人工智能推理而设计的先进人工智能加速器，以最低的功耗提供高性能。硬件基于Hailo独特的神经内核，为加速器配备了专用DRAM。在这里，我们重点讨论大型语言模型，但Hailo-10H还能运行本文范围之外的更多模型，如VLM（视觉语言模型）、图像生成、经典视觉模型等。... - [Generative KI vorantreiben: LLM am Beispiel von Hailo-10H](https://hailo.ai/de/blog/bringing-generative-ai-to-the-edge-llm-on-hailo-10h/): Einführung Der Einsatz von großen Sprachmodellen (Large Language Models, LLMs) stellt die nächste Stufe bei der Nutzung fortschrittlicher künstlicher Intelligenz... - [エッジに生成 AI を導入:Hailo-10HのLLMの例](https://hailo.ai/ja/blog/bringing-generative-ai-to-the-edge-llm-on-hailo-10h/): はじめに エッジAIにおける大規模言語モデル（LLM）の実運用への適用は、リソース制約のある環境に先進的な人工知能機能をもたらすとして注目されています。本ホワイトペーパーでは、高性能かつ効率的なLLMのエッジデバイスへの実運用適用を可能にする先進AIアクセラレータ「Hailo-10H」について説明します。Hailo-10Hは、メモリ制約、省電力性、計算資源の制限といった独自の課題に対応しながら高い性能を実現します。革新的な最適化技術、包括的なツールチェーンのサポート、専用のランタイム環境を通じて、Hailo-10Hは開発者が性能や精度を犠牲にすることなく、多様なエッジアプリケーションにおいてLLMの力を活用できるようにします。 LLMとは？ 大規模言語モデル（LLM）は、大量のデータセットからパターンを学習し、人間のようなテキストを処理・生成する高度なニューラルネットワークです。顧客対応チャットボット、自動コンテンツ生成、機械翻訳、コード生成など、商用領域で幅広く採用されており、産業全体にイノベーションをもたらしています。 LLMは基本的に「自己回帰型アーキテクチャ」に基づいており、前の文脈に基づいて次の単語を逐次予測しながらテキストを生成します。この「次単語予測」の学習方法により、言語パターンを理解し一貫性のある応答を生成できます。ただし、この手法は新しいトークンを生成するたびに同じ文脈を繰り返し処理する必要があります。そのため推論を高速化するために、過去のトークンから得られた中間計算を保存して再利用する「キー・バリューキャッシュ（KV-cache）1」が一般的に用いられます。 LLM推論におけるKV-cacheは以下の2つのステージに分かれます： エッジデプロイ：利点と課題 現在は、クラウドベースのLLMが主流ですが、スマートフォン、車載機器、IoTデバイス、組込みシステムといったエッジデバイス上での実運用適用には以下の利点があります： 低レイテンシ/プライバシー保護/コスト削減/外部Network続性への依存度低減 これによりリアルタイムかつクラウドサーバーに依存せずコンテキストに応じた処理が可能になります。 一方で、エッジデバイスへのLLMの導入には以下のような特有な課題があります： メモリ制約/計算効率/消費電力 前述の課題を解決するために、専用のハードウェアや、モデルの最適化技術が不可欠です。たとえば、15億パラメータのモデルに2KトークンのKV-cacheを用いる場合、4ビット重みでも約1. 2GBのメモリを必要とします。 モデルのサイズが大きくなるにつれて、特にエッジデバイスでは、効率的なモデル実装のため、メモリ使用量の最適化が重要になります。モデルの重みの精度を低いビット表現に下げる量子化や、事前処理段階とトークンごとの生成段階の間での重みの共有などの手法は、パフォーマンスを維持しながらメモリの消費を最小限に抑えるのに役立ちます。このような最適化は、メモリ制約のあるエッジデバイスにLLMをデプロイする際、速度と精度を両立させるために不可欠です。メモリ要件のもう 1 つの重要な要素はコンテキスト長です。たとえば、Llama2-7Bで活性化に 8 ビット量子化を使用する場合、コンテキストの 1K... - [Evaluating Edge AI Processor in the Generative AI Era](https://hailo.ai/blog/evaluating-edge-ai-processor-in-the-generative-ai-era/): TOPS Matter, But They’re Not Enough. As edge AI continues to revolutionize industries, choosing the right processor becomes a critical... - [Evaluating Edge AI Processor in the Generative AI Era](https://hailo.ai/zh-hans/blog/evaluating-edge-ai-processor-in-the-generative-ai-era/): TOPS Matter, But They’re Not Enough. As edge AI continues to revolutionize industries, choosing the right processor becomes a critical... - [Evaluating Edge AI Processor in the Generative AI Era](https://hailo.ai/de/blog/evaluating-edge-ai-processor-in-the-generative-ai-era/): TOPS Matter, But They’re Not Enough. As edge AI continues to revolutionize industries, choosing the right processor becomes a critical... - [Evaluating Edge AI Processor in the Generative AI Era](https://hailo.ai/ja/blog/evaluating-edge-ai-processor-in-the-generative-ai-era/): TOPS Matter, But They’re Not Enough. As edge AI continues to revolutionize industries, choosing the right processor becomes a critical... - [Hailo Wins 2025 Digital Innovator Award from Intellyx](https://hailo.ai/blog/hailo-wins-2025-digital-innovator-award-from-intellyx/): Hailo wins 2025 Intellyx Digital Innovator Award for edge AI excellence. See why Hailo is leading enterprise transformation in AI. - [Hailo Wins 2025 Digital Innovator Award from Intellyx](https://hailo.ai/zh-hans/blog/hailo-wins-2025-digital-innovator-award-from-intellyx/): AMSTERDAM, NETHERLANDS — JUNE 10, 2025: Intellyx, now celebrating 11 years of thought leadership and analysis dedicated to digital transformation, today... - [Hailo Wins 2025 Digital Innovator Award from Intellyx](https://hailo.ai/de/blog/hailo-wins-2025-digital-innovator-award-from-intellyx/): AMSTERDAM, NETHERLANDS — JUNE 10, 2025: Intellyx, now celebrating 11 years of thought leadership and analysis dedicated to digital transformation, today... - [Hailo Wins 2025 Digital Innovator Award from Intellyx](https://hailo.ai/ja/blog/hailo-wins-2025-digital-innovator-award-from-intellyx/): AMSTERDAM, NETHERLANDS — JUNE 10, 2025: Intellyx, now celebrating 11 years of thought leadership and analysis dedicated to digital transformation, today... - [Automatic License Plate Recognition with Hailo Processors](https://hailo.ai/blog/automatic-license-plate-recognition-with-hailo-processors/): Hailo's Automatic License Plate Recognition application is an end-to-end solution for deploying AI in intelligent transportation on the edge. - [Automatic License Plate Recognition with Hailo-8](https://hailo.ai/de/blog/automatic-license-plate-recognition-with-hailo-8/): Die automatische Nummernschilderkennung von Hailo ist eine End-to-End-Lösung für den Einsatz von KI im intelligenten Transportwesen am Rande. - [Automatic License Plate Recognition with Hailo Processors](https://hailo.ai/zh-hans/blog/automatic-license-plate-recognition-with-hailo-processors/): In this blog post, we present Hailo’s License Plate Recognition (LPR) implementation (also known as Automatic Number Place Recognition or... - [Automatic License Plate Recognition with Hailo Processors](https://hailo.ai/ja/blog/automatic-license-plate-recognition-with-hailo-processors/): In this blog post, we present Hailo’s License Plate Recognition (LPR) implementation (also known as Automatic Number Place Recognition or... - [AI Video Enhancement: Implications on Forensic Validity](https://hailo.ai/blog/ai-video-enhancement-implications-on-forensic-validity/): Artificial intelligence (AI) has revolutionized the way cameras process and enhance images, raising concerns about forensic authenticity. As AI-driven enhancements... - [AI Video Enhancement: Implications on Forensic Validity](https://hailo.ai/zh-hans/blog/ai-video-enhancement-implications-on-forensic-validity/): Artificial intelligence (AI) has revolutionized the way cameras process and enhance images, raising concerns about forensic authenticity. As AI-driven enhancements... - [AI Video Enhancement: Implications on Forensic Validity](https://hailo.ai/de/blog/ai-video-enhancement-implications-on-forensic-validity/): Artificial intelligence (AI) has revolutionized the way cameras process and enhance images, raising concerns about forensic authenticity. As AI-driven enhancements... - [AI Video Enhancement: Implications on Forensic Validity](https://hailo.ai/ja/blog/ai-video-enhancement-implications-on-forensic-validity/): Artificial intelligence (AI) has revolutionized the way cameras process and enhance images, raising concerns about forensic authenticity. As AI-driven enhancements... - [Hailo Hackathon 2024-2025: Pushing the Limits of AI Innovation on Raspberry Pi](https://hailo.ai/blog/hailo-hackathon-2024-2025-pushing-the-limits-of-ai-innovation-on-raspberry-pi/): The third annual Hailo Hackathon was bigger, bolder, and more innovative than ever! Over 24 hours, 60 Hailo employees came together to push the... - [Hailo Hackathon 2024-2025: Pushing the Limits of AI Innovation on Raspberry Pi](https://hailo.ai/de/blog/hailo-hackathon-2024-2025-pushing-the-limits-of-ai-innovation-on-raspberry-pi/): The third annual Hailo Hackathon was bigger, bolder, and more innovative than ever! Over 24 hours, 60 Hailo employees came together to push the... - [Hailo Hackathon 2024-2025: Pushing the Limits of AI Innovation on Raspberry Pi](https://hailo.ai/ja/blog/hailo-hackathon-2024-2025-pushing-the-limits-of-ai-innovation-on-raspberry-pi/): The third annual Hailo Hackathon was bigger, bolder, and more innovative than ever! Over 24 hours, 60 Hailo employees came together to push the... - [Hailo Hackathon 2024-2025: Pushing the Limits of AI Innovation on Raspberry Pi](https://hailo.ai/zh-hans/blog/hailo-hackathon-2024-2025-pushing-the-limits-of-ai-innovation-on-raspberry-pi/): The third annual Hailo Hackathon was bigger, bolder, and more innovative than ever! Over 24 hours, 60 Hailo employees came together to push the... - [CES 2025: The Year Edge AI Took Over](https://hailo.ai/blog/ces-2025-the-year-edge-ai-took-over/): Walking through the halls of CES 2025, it was impossible to ignore the dominance of AI in nearly every consumer... - [CES 2025: The Year Edge AI Took Over](https://hailo.ai/zh-hans/blog/ces-2025-the-year-edge-ai-took-over/): Walking through the halls of CES 2025, it was impossible to ignore the dominance of AI in nearly every consumer... - [CES 2025: The Year Edge AI Took Over](https://hailo.ai/de/blog/ces-2025-the-year-edge-ai-took-over/): Walking through the halls of CES 2025, it was impossible to ignore the dominance of AI in nearly every consumer... - [CES 2025: The Year Edge AI Took Over](https://hailo.ai/ja/blog/ces-2025-the-year-edge-ai-took-over/): Walking through the halls of CES 2025, it was impossible to ignore the dominance of AI in nearly every consumer... - [Scaling Up Video Management Systems  ](https://hailo.ai/blog/ai-enhanced-video-management-scalability/): Elevate your security with Hailo's scalable AI-driven video management systems for unparalleled surveillance performance. - [Scaling Up Video Management Systems  ](https://hailo.ai/de/blog/ai-enhanced-video-management-scalability/): What is a video management system? Video Management Systems, also known as VMS, collect inputs from multiple cameras and other... - [Scaling Up Video Management Systems  ](https://hailo.ai/ja/blog/ai-enhanced-video-management-scalability/): Hailo のスケーラブルな AI 駆動ビデオ管理システムでセキュリティを強化し、比類のない監視パフォーマンスを実現します。 - [Scaling Up Video Management Systems  ](https://hailo.ai/zh-hans/blog/ai-enhanced-video-management-scalability/): What is a video management system? Video Management Systems, also known as VMS, collect inputs from multiple cameras and other... - [Balancing Personal Privacy and Public Safety with Edge AI ](https://hailo.ai/blog/ai-in-public-safety-privacy-and-security/): Explore how AI in public safety balances security & privacy. Our edge AI solutions ensure secure environments while respecting privacy. Learn how! - [利用边缘人工智能平衡个人隐私与公共安全](https://hailo.ai/zh-hans/blog/ai-in-public-safety-privacy-and-security/): 探索公共安全领域的人工智能如何平衡安全性和隐私性。我们的边缘人工智能解决方案在确保安全环境的同时尊重隐私。了解如何做到！ - [Ausgleich zwischen persönlichem Datenschutz und öffentlicher Sicherheit mit Edge AI ](https://hailo.ai/de/blog/ai-in-public-safety-privacy-and-security/): Entdecken Sie, wie KI in öffentlichen Sicherheitslösungen sichere Umgebungen unter Wahrung der Privatsphäre bietet. Erfahren Sie wie! - [個人のプライバシーとエッジAIによる公共の安全のバランス](https://hailo.ai/ja/blog/ai-in-public-safety-privacy-and-security/): 公共の安全における AI がセキュリティとプライバシーのバランスをどのように保っているかをご覧ください。当社のエッジ AI ソリューションは、プライバシーを尊重しながら安全な環境を確保します。その方法をご覧ください。 - [The Evolution of AI on the Edge: From Perception to Creation](https://hailo.ai/blog/the-evolution-of-ai-on-the-edge-from-perception-to-creation/): In the vast landscape of artificial intelligence (AI), one of the most intriguing journeys has been the evolution of AI... - [The Evolution of AI on the Edge: From Perception to Creation](https://hailo.ai/zh-hans/blog/the-evolution-of-ai-on-the-edge-from-perception-to-creation/): In the vast landscape of artificial intelligence (AI), one of the most intriguing journeys has been the evolution of AI... - [The Evolution of AI on the Edge: From Perception to Creation](https://hailo.ai/de/blog/the-evolution-of-ai-on-the-edge-from-perception-to-creation/): In the vast landscape of artificial intelligence (AI), one of the most intriguing journeys has been the evolution of AI... - [The Evolution of AI on the Edge: From Perception to Creation](https://hailo.ai/ja/blog/the-evolution-of-ai-on-the-edge-from-perception-to-creation/): In the vast landscape of artificial intelligence (AI), one of the most intriguing journeys has been the evolution of AI... - [AI Smart Cameras: From Vision to Insights](https://hailo.ai/blog/ai-cameras-from-vision-to-insights/): As the camera market is booming, so does the need to empower cameras with artificial intelligence (AI). In this blog... - [AI Smart Cameras: From Vision to Insights](https://hailo.ai/de/blog/ai-cameras-from-vision-to-insights/): As the camera market is booming, so does the need to empower cameras with artificial intelligence (AI). In this blog... - [AI Smart Cameras: From Vision to Insights](https://hailo.ai/zh-hans/blog/ai-cameras-from-vision-to-insights/): As the camera market is booming, so does the need to empower cameras with artificial intelligence (AI). In this blog... - [AI Smart Cameras: From Vision to Insights](https://hailo.ai/ja/blog/ai-cameras-from-vision-to-insights/): As the camera market is booming, so does the need to empower cameras with artificial intelligence (AI). In this blog... - [Backing into the Future: Unlocking the Potential of Automated Parking](https://hailo.ai/blog/backing-into-the-future-unlocking-the-potential-of-automated-parking/): Hailo AI’s autonomous parking solutions are here. Discover the futuristic parking lot technologies of automated parking AI. Learn more today! - [Backing into the Future: Unlocking the Potential of Automated Parking](https://hailo.ai/de/blog/backing-into-the-future-unlocking-the-potential-of-automated-parking/): The technology advancements and market drivers that accelerate the transition to automated parking - [Backing into the Future: Unlocking the Potential of Automated Parking](https://hailo.ai/zh-hans/blog/backing-into-the-future-unlocking-the-potential-of-automated-parking/): 由先进人工智能和传感器提供支持的自动停车正在改变我们的停车方式，减少事故并提高道路安全。 - [Backing into the Future: Unlocking the Potential of Automated Parking](https://hailo.ai/ja/blog/backing-into-the-future-unlocking-the-potential-of-automated-parking/): The technology advancements and market drivers that accelerate the transition to automated parking - [Leveraging Vendor Partnerships for ADAS Success: LeddarTech and Hailo](https://hailo.ai/blog/leveraging-vendor-partnerships-for-adas-success-leddartech-and-hailo/): Harnessing the power of ADAS development to deliver state-of-the-art AI driving solutions. Discover how we are paving the way for safer and smarter roads. - [Leveraging Vendor Partnerships for ADAS Success: LeddarTech and Hailo](https://hailo.ai/zh-hans/blog/leveraging-vendor-partnerships-for-adas-success-leddartech-and-hailo/): It’s a late summer evening, you’ve had a long day at work and all you want to do is get... - [Leveraging Vendor Partnerships for ADAS Success: LeddarTech and Hailo](https://hailo.ai/de/blog/leveraging-vendor-partnerships-for-adas-success-leddartech-and-hailo/): Nutzen Sie die Leistungsfähigkeit der ADAS-Entwicklung, um hochmoderne KI-Fahrlösungen bereitzustellen. Für sicherere und intelligentere Straßen. - [Leveraging Vendor Partnerships for ADAS Success: LeddarTech and Hailo](https://hailo.ai/ja/blog/leveraging-vendor-partnerships-for-adas-success-leddartech-and-hailo/): It’s a late summer evening, you’ve had a long day at work and all you want to do is get... - [AI Object Detection on the Edge: Making the Right Choice](https://hailo.ai/blog/ai-object-detection-on-the-edge-making-the-right-choice/): Advanced AI object detection for edge devices with Hailo. Learn how to make the right choices for your projects. Discover AI solutions today! - [AI Object Detection on the Edge: Making the Right Choice](https://hailo.ai/de/blog/object-detection-at-the-edge-making-the-right-choice/): Objekterkennungs-KI am Edge: Alles, was Sie wissen müssen, wenn Sie ein Objekterkennungsnetzwerk für Ihre Edge-Anwendung auswählen. - [AI Object Detection on the Edge: Making the Right Choice](https://hailo.ai/zh-hans/blog/ai-object-detection-on-the-edge-making-the-right-choice/): When choosing an AI object detection network for edge devices, there are many factors you should consider: compute power, memory resources, and... - [AI Object Detection on the Edge: Making the Right Choice](https://hailo.ai/ja/blog/ai-object-detection-on-the-edge-making-the-right-choice/): When choosing an AI object detection network for edge devices, there are many factors you should consider: compute power, memory resources, and... - [Multi-Camera Multi-Person Re-Identification with Hailo-8 ](https://hailo.ai/blog/multi-camera-multi-person-re-identification/): Multi-person re-identification across different streams is essential for security and retail applications. - [Wiedererkennung mehrerer Personen mit mehreren Kameras mit Hailo-8 ](https://hailo.ai/de/blog/multi-camera-multi-person-re-identification/): Mehrkamera-Tracking und Mehrpersonen-Tracking mit Hailo-8 verbessern den Einzelhandelsbetrieb und liefern präzise Einblicke in die Sicherheit. - [使用Hailo-8进行多摄像头多人重识别 ](https://hailo.ai/zh-hans/blog/multi-camera-multi-person-re-identification/): 了解 Hailo-8 的多摄像机跟踪和多人跟踪如何促进零售和安全运营的高效准确洞察。 - [Hailo-8によるマルチカメラ複数人物再同定](https://hailo.ai/ja/blog/multi-camera-multi-person-re-identification/): Multi-person re-identification across different streams is essential for security and retail applications. - [AI Video Analytics: A Cost-effective Edge Device for Small Businesses – an Achievable Challenge](https://hailo.ai/blog/advanced-video-analytics-for-small-businesses/): AI video analytics are a cost-effective solution enabling real-time accurate event detection for small businesses and smart retail. - [AI Video Analytics: A Cost-effective Edge Device for Small Businesses – an Achievable Challenge](https://hailo.ai/de/blog/advanced-video-analytics-for-small-businesses/): KI-Videoanalysen sind eine kostengünstige Lösung, die eine Ereigniserkennung in Echtzeit für den intelligenten Einzelhandel ermöglicht. - [AI Video Analytics: A Cost-effective Edge Device for Small Businesses – an Achievable Challenge](https://hailo.ai/zh-hans/blog/advanced-video-analytics-for-small-businesses/): Video Management Software (VMS) solutions are available in the market for more than a decade and some surveillance vendors are... - [AI Video Analytics: A Cost-effective Edge Device for Small Businesses – an Achievable Challenge](https://hailo.ai/ja/blog/advanced-video-analytics-for-small-businesses/): Video Management Software (VMS) solutions are available in the market for more than a decade and some surveillance vendors are... - [Powerful Edge AI to Boost Intelligent Traffic Monitoring](https://hailo.ai/blog/powerful-edge-ai-to-boost-intelligent-traffic-systems-its/): Hailo leads the way in traffic monitoring AI, transforming ITS into smarter, safer networks. Learn how in our detailed blog post. - [Powerful Edge AI to Boost Intelligent Traffic Monitoring](https://hailo.ai/de/blog/powerful-edge-ai-to-boost-intelligent-traffic-systems-its/): Whether in the city or outside of it, current traffic monitoring solutions have significant challenges in dealing with increasingly common... - [Powerful Edge AI to Boost Intelligent Traffic Monitoring](https://hailo.ai/zh-hans/blog/powerful-edge-ai-to-boost-intelligent-traffic-systems-its/): Whether in the city or outside of it, current traffic monitoring solutions have significant challenges in dealing with increasingly common... - [Powerful Edge AI to Boost Intelligent Traffic Monitoring](https://hailo.ai/ja/blog/powerful-edge-ai-to-boost-intelligent-traffic-systems-its/): Whether in the city or outside of it, current traffic monitoring solutions have significant challenges in dealing with increasingly common... - [How Software Can Streamline Edge AI Developer Experience](https://hailo.ai/blog/how-software-can-streamline-customer-experience-in-edge-ai/): Uncover the challenges of mass AI adoption, the role of vendor collaboration, and Hailo's innovative onboarding solutions. - [How Software Can Streamline Edge AI Developer Experience](https://hailo.ai/de/blog/how-software-can-streamline-customer-experience-in-edge-ai/): Entdecken Sie die Herausforderungen der Masseneinführung von KI, die Rolle der Zusammenarbeit mit Anbietern und die innovativen von Hailo. - [How Software Can Streamline Edge AI Developer Experience](https://hailo.ai/zh-hans/blog/how-software-can-streamline-customer-experience-in-edge-ai/): When looking at the challenges facing mass AI adoption, infrastructure and integration are among their most important aspects. They were... - [How Software Can Streamline Edge AI Developer Experience](https://hailo.ai/ja/blog/how-software-can-streamline-customer-experience-in-edge-ai/): When looking at the challenges facing mass AI adoption, infrastructure and integration are among their most important aspects. They were... - [5 Questions on the Edge (AI) with Hailo CBO Hadar Zeitlin](https://hailo.ai/blog/5-questions-on-the-edge-ai-with-hailo-cbo-hadar-zeitlin/): Join Hailo's CBO in exploring the edge AI landscape, its challenges, and the company's role in shaping its future. - [5 Questions on the Edge (AI) with Hailo CBO Hadar Zeitlin](https://hailo.ai/de/blog/5-questions-on-the-edge-ai-with-hailo-cbo-hadar-zeitlin/): Entdecken Sie gemeinsam mit dem CBO von Hailo die Edge-KI und die Rolle des Unternehmens bei der Gestaltung seiner Zukunft. - [5 Questions on the Edge (AI) with Hailo CBO Hadar Zeitlin](https://hailo.ai/zh-hans/blog/5-questions-on-the-edge-ai-with-hailo-cbo-hadar-zeitlin/): It is very exciting to see the increasing adoption of AI in edge applications in recent years and how the... - [5 Questions on the Edge (AI) with Hailo CBO Hadar Zeitlin](https://hailo.ai/ja/blog/5-questions-on-the-edge-ai-with-hailo-cbo-hadar-zeitlin/): Join Hailo's CBO in exploring the edge AI landscape, its challenges, and the company's role in shaping its future. - [Intelligent Video Analytics: A New Generation of Video Analytics Enabled by Powerful Edge AI](https://hailo.ai/blog/a-new-generation-of-video-analytics-enabled-by-powerful-edge-ai/): Intelligent Video Analytics: Learn how edge AI is becoming mainstream, providing real-time video analytics on intelligent cameras, NVRs, and edge AI boxes. - [Intelligent Video Analytics: A New Generation of Video Analytics Enabled by Powerful Edge AI](https://hailo.ai/de/blog/a-new-generation-of-video-analytics-enabled-by-powerful-edge-ai/): Intelligente Videoanalyse: Erfahren Sie, wie Edge AI Echtzeit-Videoanalysen für intelligente Kameras, NVRs und Edge AI-Boxen bereitstellt. - [Intelligent Video Analytics: A New Generation of Video Analytics Enabled by Powerful Edge AI](https://hailo.ai/zh-hans/blog/a-new-generation-of-video-analytics-enabled-by-powerful-edge-ai/): Intelligent Video Analytics (IVA) have penetrated many applications across industry verticals. Starting from on-premises server-based capabilities, then becoming available on... - [Intelligent Video Analytics: A New Generation of Video Analytics Enabled by Powerful Edge AI](https://hailo.ai/ja/blog/a-new-generation-of-video-analytics-enabled-by-powerful-edge-ai/): Intelligent Video Analytics (IVA) have penetrated many applications across industry verticals. Starting from on-premises server-based capabilities, then becoming available on... - [Play to Win: How Hailo and NXP Create Efficient Embedded AI Solutions](https://hailo.ai/blog/play-to-win-how-hailo-and-nxp-create-efficient-embedded-ai-solutions/): Learn about Hailo and NXP's partnership in developing efficient embedded AI solutions. Explore our innovative technologies. Read more now! - [Play to Win: How Hailo and NXP Create Efficient Embedded AI Solutions](https://hailo.ai/de/blog/play-to-win-how-hailo-and-nxp-create-efficient-embedded-ai-solutions/): Visit Hailo's blog to learn how integrating the powerful Hailo-8 AI processor into a range of NXP platforms has created some amazing computing solutions across applications and industries. - [Play to Win: How Hailo and NXP Create Efficient Embedded AI Solutions](https://hailo.ai/zh-hans/blog/play-to-win-how-hailo-and-nxp-create-efficient-embedded-ai-solutions/): A good partnership is all about the added value. It highlights the strengths of each party, compensates for the weaker... - [Play to Win: How Hailo and NXP Create Efficient Embedded AI Solutions](https://hailo.ai/ja/blog/play-to-win-how-hailo-and-nxp-create-efficient-embedded-ai-solutions/): A good partnership is all about the added value. It highlights the strengths of each party, compensates for the weaker... - [Pairing Sensing with AI for Efficient ADAS](https://hailo.ai/blog/pairing-sensing-with-ai-for-efficient-adas/): Hailo is revolutionizing ADAS sensing by integrating AI for enhanced efficiency. From sensor capabilities to real-world applications. - [Pairing Sensing with AI for Efficient ADAS](https://hailo.ai/de/blog/pairing-sensing-with-ai-for-efficient-adas/): Hailo revolutioniert die ADAS-Sensorik durch die Integration von KI für mehr Effizienz. Von Sensorfunktionen bis hin zu realen Anwendungen. - [Pairing Sensing with AI for Efficient ADAS](https://hailo.ai/zh-hans/blog/pairing-sensing-with-ai-for-efficient-adas/): Sensor and sensing capabilities are common and expanding in modern vehicles. One of the major motivators for this is safety... - [Pairing Sensing with AI for Efficient ADAS](https://hailo.ai/ja/blog/pairing-sensing-with-ai-for-efficient-adas/): Hailo is revolutionizing ADAS sensing by integrating AI for enhanced efficiency. From sensor capabilities to real-world applications. - [5 Questions on the Edge (AI) with Hailo CEO Orr Danon](https://hailo.ai/blog/5-questions-on-the-edge-ai-with-hailo-ceo-orr-danon/): Join Hailo CEO Orr Danon as he addresses five pivotal questions on Edge AI's impact, with insights on automotive autonomy, security, & more. --- ## Resources - [Hailo AI Processors for Drones](https://hailo.ai/resources/industries/drones/hailo-ai-processors-for-drones/) - [On-device GenAI on Raspberry PI AI HAT+ 2 with Hailo-10H](https://hailo.ai/resources/industries/personal-compute/on-device-genai-on-raspberry-pi-ai-hat-2-with-hailo-10h/) - [On-device GenAI on Raspberry PI AI HAT+ 2 with Hailo-10H](https://hailo.ai/zh-hans/resources/industries/personal-compute-zh-hans/on-device-genai-on-raspberry-pi-ai-hat-2-with-hailo-10h/) - [On-device GenAI on Raspberry PI AI HAT+ 2 with Hailo-10H](https://hailo.ai/de/resources/industries/personal-compute-de/on-device-genai-on-raspberry-pi-ai-hat-2-with-hailo-10h/) - [On-device GenAI on Raspberry PI AI HAT+ 2 with Hailo-10H](https://hailo.ai/ja/resources/industries/personal-compute-ja/on-device-genai-on-raspberry-pi-ai-hat-2-with-hailo-10h/) - [Dynamic Privacy Masking (DPM) with Hailo-15 AI Processor](https://hailo.ai/de/resources/industries/security-de/dynamic-privacy-masking-dpm-with-hailo-15-ai-processor/) - [ASUS UGen300 Powered by Hailo-10H: On-Device AI Anywhere](https://hailo.ai/resources/industries/personal-compute/asus-ugen300-powered-by-hailo-10h-on-device-ai-anywhere/) - [Hailo-15 Camera Viewer and Camera Application](https://hailo.ai/resources/industries/security/hailo-15-camera-viewer-and-camera-application/) - [Hailo-15 Camera Viewer and Camera Application](https://hailo.ai/resources/industries/security-zh-hans/hailo-15-camera-viewer-and-camera-application/) - [Hailo-15 Camera Viewer and Camera Application](https://hailo.ai/resources/industries/security-de/hailo-15-camera-viewer-and-camera-application/) - [Hailo-15 Camera Viewer and Camera Application](https://hailo.ai/resources/industries/security-ja/hailo-15-camera-viewer-and-camera-application/) - [Hailo-15H AI Vision Processor Product Brief](https://hailo.ai/files/hailo-15h-product-brief-en/) - [Hailo-15H AI Vision Processor Product Brief](https://hailo.ai/files/hailo-15-product-brief-en/) - [Hailo-15 AI Vision Processor Product Brief](https://hailo.ai/files/hailo-15-product-brief-en/) - [Hailo-15H AI Vision Processor Product Brief](https://hailo.ai/files/hailo-15-product-brief-en/) - [Akara AI Sensor: Privacy-Preserving Surgical Intelligence Powered by Hailo-8](https://hailo.ai/resources/industries/healthcare/akara-ai-sensor-privacy-preserving-surgical-intelligence-powered-by-hailo-8/) - [Smarter Autonomy at the Edge: Husqvarna Automower with Hailo-8 AI](https://hailo.ai/resources/industries/industrial-automation/smarter-autonomy-at-the-edge-husqvarna-automower-with-hailo-8/) - [Smarter Autonomy at the Edge: Husqvarna Automower with Hailo-8 AI](https://hailo.ai/de/resources/industries/industrial-automation-de/smarter-autonomy-at-the-edge-husqvarna-automower-with-hailo-8/) - [Smarter Autonomy at the Edge: Husqvarna Automower with Hailo-8 AI](https://hailo.ai/zh-hans/resources/industries/industrial-automation-zh-hans/smarter-autonomy-at-the-edge-husqvarna-automower-with-hailo-8/) - [Smarter Autonomy at the Edge: Husqvarna Automower with Hailo-8 AI](https://hailo.ai/zh-hans/resources/industries/industrial-automation-ja/smarter-autonomy-at-the-edge-husqvarna-automower-with-hailo-8/) - [Akara AI Sensor: Privacy-Preserving Surgical Intelligence Powered by Hailo-8](https://hailo.ai/zh-hans/resources/industries/healthcare/akara-ai-sensor-privacy-preserving-surgical-intelligence-powered-by-hailo-8/) - [Akara AI Sensor: Privacy-Preserving Surgical Intelligence Powered by Hailo-8](https://hailo.ai/de/resources/industries/healthcare/akara-ai-sensor-privacy-preserving-surgical-intelligence-powered-by-hailo-8/) - [Akara AI Sensor: Privacy-Preserving Surgical Intelligence Powered by Hailo-8](https://hailo.ai/ja/resources/industries/healthcare/akara-ai-sensor-privacy-preserving-surgical-intelligence-powered-by-hailo-8/) - [Dynamic Privacy Masking (DPM) with Hailo-15 AI Processor](https://hailo.ai/resources/industries/security/dpm-with-hailo-15-ai-vision-processor/): Maximize privacy and intelligence with Hailo-15 VPU supporting 4K30, enabling dynamic privacy masking (DPM) and AI analytics directly on live... - [Hailo-15 AI ISP with Analytics](https://hailo.ai/resources/industries/security/hailo-15-ai-isp-with-analytics/) - [Free-Text Video Search Powered by Hailo-15](https://hailo.ai/resources/industries/security/free-text-video-search-powered-by-hailo-15/) - [Free-Text Video Search Powered by Hailo-15](https://hailo.ai/resources/industries/security-zh-hans/free-text-video-search-powered-by-hailo-15/) - [Free-Text Video Search Powered by Hailo-15](https://hailo.ai/resources/industries/security-de/free-text-video-search-powered-by-hailo-15/) - [Free-Text Video Search Powered by Hailo-15](https://hailo.ai/resources/industries/security-ja/free-text-video-search-powered-by-hailo-15/) - [AI-Powered self-checkout kiosks with Hailo-10H AI Accelerator](https://hailo.ai/resources/industries/retail/ai-powered-self-checkout-kiosks-with-hailo-10h-ai-accelerator/) - [Evolv eXpedite – AI-Powered X-Ray Bag Screening with Hailo-8 M.2 AI Acceleration Module](https://hailo.ai/resources/industries/security/evolv-expedite-ai-powered-x-ray-bag-screening-with-hailo-8-m-2-ai-acceleration-module/) - [AI-Powered self-checkout kiosks with Hailo-10H AI Accelerator](https://hailo.ai/zh-hans/resources/industries/retail-zh-hans/ai-powered-self-checkout-kiosks-with-hailo-10h-ai-accelerator/) - [AI-Powered self-checkout kiosks with Hailo-10H AI Accelerator](https://hailo.ai/de/resources/industries/retail-de/ai-powered-self-checkout-kiosks-with-hailo-10h-ai-accelerator/) - [AI-Powered self-checkout kiosks with Hailo-10H AI Accelerator](https://hailo.ai/ja/resources/industries/retail-ja/ai-powered-self-checkout-kiosks-with-hailo-10h-ai-accelerator/) - [Evolv eXpedite – AI-Powered X-Ray Bag Screening with Hailo-8 M.2 AI Acceleration Module](https://hailo.ai/zh-hans/resources/industries/security-zh-hans/evolv-expedite-ai-powered-x-ray-bag-screening-with-hailo-8-m-2-ai-acceleration-module/) - [Evolv eXpedite – AI-Powered X-Ray Bag Screening with Hailo-8 M.2 AI Acceleration Module](https://hailo.ai/de/resources/industries/security-de/evolv-expedite-ai-powered-x-ray-bag-screening-with-hailo-8-m-2-ai-acceleration-module/) - [Evolv eXpedite – AI-Powered X-Ray Bag Screening with Hailo-8 M.2 AI Acceleration Module](https://hailo.ai/resources/industries/security-ja/evolv-expedite-ai-powered-x-ray-bag-screening-with-hailo-8-m-2-ai-acceleration-module/) - [KI-gestützte Videoverbesserung bei schwachen Lichtverhältnissen](https://hailo.ai/de/resources/industries/security-de/ki-gestutzte-videoverbesserung-bei-schwachen-lichtverhaltnissen/) - [AI-Powered Low-Light Video Enhancement](https://hailo.ai/ja/resources/industries/security-ja/ai-powered-low-light-video-enhancement-2/) - [AI-Powered Low-Light Video Enhancement](https://hailo.ai/zh-hans/resources/industries/security-zh-hans/ai-powered-low-light-video-enhancement-2/) - [Hailo Company Brochure - English](https://hailo.ai/files/hailo-company-brochure-en/) - [Hailo Company Brochure](https://hailo.ai/files/hailo-company-brochure-zhs/) - [Hailo-15L AI Vision Processor Product Brief](https://hailo.ai/files/hailo-15l-product-brief-en/) - [Hailo-15 AI Vision Processor Product Brief](https://hailo.ai/files/hailo-15-product-brief-en/) - [Hailo-15L AI Vision Processor Product Brief](https://hailo.ai/files/hailo-15-product-brief-en/) - [Hailo-15L AI Vision Processor Product Brief](https://hailo.ai/files/hailo-15-product-brief-en/) - [LLM Demo with Hailo-10H AI Accelerator](https://hailo.ai/resources/industries/personal-compute/llm-demo-with-hailo-10h-ai-accelerator/): Experience ChatGPT-style LLM on the edge using the Hailo-10H AI accelerator. No cloud needed. See the demo. Watch how offline AI performs! - [LLM Demo with Hailo-10H AI Accelerator](https://hailo.ai/de/resources/industries/automotive-de/llm-demo-with-hailo-10h-ai-accelerator/) - [LLM Demo with Hailo-10H AI Accelerator](https://hailo.ai/ja/resources/industries/automotive-ja/llm-demo-with-hailo-10h-ai-accelerator/) - [LLM Demo with Hailo-10H AI Accelerator](https://hailo.ai/zh-hans/resources/industries/automotive-zh-hans/llm-demo-with-hailo-10h-ai-accelerator/) - [VLM Demo with Hailo-10H AI Accelerator](https://hailo.ai/resources/industries/personal-compute/vlm-demo-with-hailo-10h-ai-accelerator/): See how Hailo enables video search, Q&A, and smart scene understanding with edge-based vision-language AI. Watch our generative AI VLM demo. - [VLM Demo with Hailo-10H AI Accelerator](https://hailo.ai/de/resources/industries/automotive-de/vlm-demo-with-hailo-10h-ai-accelerator/) - [VLM Demo with Hailo-10H AI Accelerator](https://hailo.ai/ja/resources/industries/automotive-ja/vlm-demo-with-hailo-10h-ai-accelerator/) - [VLM Demo with Hailo-10H AI Accelerator](https://hailo.ai/zh-hans/resources/industries/automotive-zh-hans/vlm-demo-with-hailo-10h-ai-accelerator/) - [Hailo-10H AI Accelerator Product Brief](https://hailo.ai/files/hailo-10h-product-brief-en/): Hailo has developed the best performing edge AI processor – a revolutionary deep learning solution that allows smart edge devices to run high-performance AI applications that could previously only run in the cloud. - [Object Detection Demo with Hailo-10H AI Accelerator](https://hailo.ai/resources/industries/personal-compute/object-detection-demo-with-hailo-10h-ai-accelerator/): Real-time YOLO object detection with edge inference demo. The Hailo-10H Gen AI accelerator enables high-speed, accurate video processing. - [Object Detection Demo with Hailo-10H AI Accelerator](https://hailo.ai/de/resources/industries/automotive-de/object-detection-demo-with-hailo-10h-ai-accelerator/) - [Object Detection Demo with Hailo-10H AI Accelerator](https://hailo.ai/ja/resources/industries/automotive-ja/object-detection-demo-with-hailo-10h-ai-accelerator/) - [Object Detection Demo with Hailo-10H AI Accelerator](https://hailo.ai/zh-hans/resources/industries/automotive-zh-hans/object-detection-demo-with-hailo-10h-ai-accelerator/) - [Edge AI Processors for Smarter Security Systems – Exclusive Webinar with Hailo](https://hailo.ai/resources/industries/security/edge-ai-processors-for-smarter-security-systems-exclusive-webinar-with-hailo/): Watch Hailo’s recorded webinar available on-demand on AI video analytics and smart security system cameras. Real demos & expert insight. - [Edge AI Processors for Smarter Security Systems – Exclusive Webinar with Hailo](https://hailo.ai/ja/resources/industries/security-ja/edge-ai-processors-for-smarter-security-systems-exclusive-webinar-with-hailo/) - [Edge AI Processors for Smarter Security Systems – Exclusive Webinar with Hailo](https://hailo.ai/zh-hans/resources/industries/security-zh-hans/edge-ai-processors-for-smarter-security-systems-exclusive-webinar-with-hailo/) - [Hailo-8 AI Processor Product Brief](https://hailo.ai/files/hailo-8-product-brief-en/) - [Hailo-8 M.2 AI Acceleration Module Product Brief](https://hailo.ai/files/hailo-8-m-2-et-product-brief-en/) - [Hailo-8R Mini PCIe AI Acceleration Module Product Brief](https://hailo.ai/files/hailo-8r-mpcie-et-product-brief-en/) - [Hailo-8 M.2 Starter Kit Product Brief](https://hailo.ai/files/hailo-8-m-2-starter-kit-product-brief-en/) - [Hailo-8 Century High Performance PCIe Cards](https://hailo.ai/files/hailo-8-century-pcie-product-brief-en/): Hailo has developed the best performing edge AI processor – a revolutionary deep learning solution that allows smart edge devices to run high-performance AI applications that could previously only run in the cloud. - [Hailo-8L Product Brief](https://hailo.ai/files/hailo-8l-product-brief-en/) - [Hailo-8L M.2 Extended Temperature Product Brief](https://hailo.ai/files/hailo-8l-m-2-et-product-brief-en/) - [Hailo-8 M.2 Starter Kit Product Brief](https://hailo.ai/files/hailo-8-m-2-starter-kit-product-brief-en/) - [Hailo-8L Product Brief](https://hailo.ai/files/hailo-8l-product-brief-en/) - [Hailo-8L M.2 Extended Temperature Product Brief](https://hailo.ai/files/hailo-8l-m-2-et-product-brief-en/) - [Hailo-8R Mini PCIe AI Acceleration Module Product Brief](https://hailo.ai/files/hailo-8r-mpcie-et-product-brief-en/) - [Hailo-8L M.2 Extended Temperature Product Brief](https://hailo.ai/files/hailo-8l-m-2-et-product-brief-en/) - [Hailo-8L Product Brief](https://hailo.ai/files/hailo-8l-product-brief-en/) - [Hailo-8 M.2 Starter Kit Product Brief](https://hailo.ai/files/hailo-8-m-2-starter-kit-product-brief-en/) - [Hailo-8R Mini PCIe AI Acceleration Module Product Brief](https://hailo.ai/files/hailo-8r-mpcie-et-product-brief-en/) - [Hailo-8 M.2 AI Acceleration Module Product Brief](https://hailo.ai/files/hailo-8-m-2-et-product-brief-en/) - [Hailo-8 AI Processor Product Brief](https://hailo.ai/files/hailo-8-product-brief-en/) - [Hailo-8L M.2 Extended Temperature Product Brief](https://hailo.ai/files/hailo-8l-m-2-et-product-brief-en/) - [Hailo-8 M.2 Starter Kit Product Brief](https://hailo.ai/files/hailo-8-m-2-starter-kit-product-brief-en/) - [Hailo-8R Mini PCIe AI Acceleration Module Product Brief](https://hailo.ai/files/hailo-8r-mpcie-et-product-brief-en/) - [Hailo-8 M.2 AI Acceleration Module Product Brief](https://hailo.ai/files/hailo-8-m-2-et-product-brief-en/) - [Hailo-8 AI Processor Product Brief](https://hailo.ai/files/hailo-8-product-brief-en/) - [Hailo-8 M.2 AI Acceleration Module Product Brief](https://hailo.ai/files/hailo-8-m-2-et-product-brief-en/) - [TEMPO: AI-Generated Music Based on Heart Rate](https://hailo.ai/resources/industries/other/tempo-ai-generated-music-based-on-heart-rate/) - [TAILO: AI-Powered Smart Pet Companion](https://hailo.ai/resources/industries/other/tailo-ai-powered-smart-pet-companion/) - [AD GENIE: Personalized Advertisement](https://hailo.ai/resources/industries/retail/ad-genie-personalized-advertisement/) - [TAILO: AI-Powered Smart Pet Companion](https://hailo.ai/zh-hans/resources/industries/other-zh-hans/tailo-ai-powered-smart-pet-companion/) - [TAILO: AI-Powered Smart Pet Companion](https://hailo.ai/de/resources/industries/other-de/tailo-ai-powered-smart-pet-companion/) - [TAILO: AI-Powered Smart Pet Companion](https://hailo.ai/ja/resources/industries/other-ja/tailo-ai-powered-smart-pet-companion/) - [TEMPO: AI-Generated Music Based on Heart Rate](https://hailo.ai/resources/industries/other-zh-hans/tempo-ai-generated-music-based-on-heart-rate/) - [TEMPO: AI-Generated Music Based on Heart Rate](https://hailo.ai/resources/industries/other-de/tempo-ai-generated-music-based-on-heart-rate/) - [TEMPO: AI-Generated Music Based on Heart Rate](https://hailo.ai/resources/industries/other-ja/tempo-ai-generated-music-based-on-heart-rate/) - [AD GENIE: Personalized Advertisement](https://hailo.ai/resources/industries/retail-zh-hans/ad-genie-personalized-advertisement/) - [AD GENIE: Personalized Advertisement](https://hailo.ai/resources/industries/retail-de/ad-genie-personalized-advertisement/) - [AD GENIE: Personalized Advertisement](https://hailo.ai/resources/industries/retail-ja/ad-genie-personalized-advertisement/) - [Ebook: Powerful Edge AI to Empower Intelligent Transportation System](https://hailo.ai/resources/industries/security/ebook-powerful-edge-ai-to-empower-intelligent-transportation-system/) - [Luxonis License Plate Recognition for Smart Parking Solutions](https://hailo.ai/resources/industries/security/luxonis-license-plate-recognition-for-smart-parking-solutions/) - [Dell 3200 with AI empowered by Hailo](https://hailo.ai/resources/industries/security/dell-3200-with-ai-empowered-by-hailo/) - [Hailo-10H demo - Stable Diffusion on the edge](https://hailo.ai/resources/industries/personal-compute/hailo-10h-demo-stable-diffusion-on-the-edge/) --- ## Products - [Hailo-15 AI Vision Processor](https://hailo.ai/zh-hans/products/ai-vision-processors/hailo-15-ai-vision-processor-2/) - [Hailo-15 AI Vision Processor](https://hailo.ai/ja/products/ai-vision-processors/hailo-15-ai-vision-processor-2/) - [Hailo-15 AI Vision Processor](https://hailo.ai/de/products/ai-vision-processors/hailo-15-ai-vision-processor-2/) - [Hailo-15H AI Vision Processor](https://hailo.ai/products/ai-vision-processors/hailo-15h-ai-vision-processor/) - [Hailo-10H AI Accelerator](https://hailo.ai/zh-hans/products/ai-accelerators/hailo-10h-ai-accelerator/) - [Hailo-10H AI Accelerator](https://hailo.ai/ja/products/ai-accelerators/hailo-10h-ai-accelerator/) - [Hailo-10H AI Accelerator](https://hailo.ai/de/products/ai-accelerators/hailo-10h-ai-accelerator/) - [Hailo-10H AI Accelerator](https://hailo.ai/products/ai-accelerators/hailo-10h-ai-accelerator/) - [Partners Ecosystem](https://hailo.ai/ja/products/partners-ecosystem/) - [Partners Ecosystem](https://hailo.ai/products/partners-ecosystem/) - [Partners Ecosystem](https://hailo.ai/zh-hans/products/partners-ecosystem/) - [Partners Ecosystem](https://hailo.ai/de/products/partners-ecosystem/) - [Hailo-10H M.2 Generative AI Acceleration Module](https://hailo.ai/ja/products/ai-accelerators/hailo-10h-m-2-generative-ai-acceleration-module/) - [Hailo-10H M.2 Generative AI Acceleration Module](https://hailo.ai/de/products/ai-accelerators/hailo-10h-m-2-generative-ai-acceleration-module/): Der generative KI-Beschleuniger transformiert die KI-Inferenz auf Edge-Geräten. Ideal für PCs, Smart Cars und Edge Computing. - [Hailo-10H M.2 Generative AI Acceleration Module](https://hailo.ai/zh-hans/products/ai-accelerators/hailo-10h-m-2-generative-ai-acceleration-module/): 生成式 AI 加速器改变边缘设备上的 AI 推理。 高效的 Hailo-10H M.2 非常适合 PC、智能汽车和边缘计算。 - [Hailo-10H M.2 AI Acceleration Module](https://hailo.ai/products/ai-accelerators/hailo-10h-m-2-ai-acceleration-module/): The generative AI accelerator Hailo-10H M.2 module improves AI inferencing on edge devices, ideal for PCs, smart cars, and edge computing. - [Quality and Reliability](https://hailo.ai/zh-hans/products/quality-and-reliability/) - [Quality and Reliability](https://hailo.ai/products/quality-and-reliability/) - [Quality and Reliability](https://hailo.ai/de/products/quality-and-reliability/) - [Quality and Reliability](https://hailo.ai/ja/products/quality-and-reliability/) - [Software](https://hailo.ai/products/software/): Entdecken Sie die fortschrittlichen KI-Softwarelösungen von Hailo, die auf KI- und Bildverarbeitungsprozessoren zugeschnitten sind. - [Model Explorer - Computer Vision](https://hailo.ai/products/hailo-software/model-explorer-vision/) - [Model Explorer - Computer Vision](https://hailo.ai/de/products/hailo-software/model-explorer-vision/) - [Model Explorer - Computer Vision](https://hailo.ai/ja/products/hailo-software/model-explorer-vision/) - [Model Explorer - Computer Vision](https://hailo.ai/zh-hans/products/hailo-software/model-explorer-vision/) - [Hailo-8 Century High Performance PCIe Card](https://hailo.ai/zh-hans/products/ai-accelerators/hailo-8-century-high-performance-pcie-card/): Hailo-8 Century AI加速卡提供高达208 TOPS的AI性能，具有最佳功率的实时深度神经网络推理。 - [Hailo-8L Entry-Level AI Accelerator](https://hailo.ai/ja/products/ai-accelerators/hailo-8l-ai-accelerator-for-ai-light-applications/): Hailo-8L エントリーレベル AI アクセラレーターは、最大 13 TOPS、低遅延、電力効率をサポートします。 簡単なハードウェア統合ソリューション。 - [Hailo-8 M.2 AI Acceleration Module](https://hailo.ai/zh-hans/products/ai-accelerators/hailo-8-m2-ai-acceleration-module/): Hailo-8™ M.2 AI 模块是一款与 NGFF M.2 外形尺寸兼容的 AI 加速器。 基于具有高能效的 26 TOPS 处理器。 - [Hailo-8 M.2 AI Acceleration Module](https://hailo.ai/ja/products/ai-accelerators/hailo-8-m2-ai-acceleration-module/): Hailo-8 M.2 AI モジュールは、NGFF M.2 フォームファクターと互換性のある AI アクセラレータです。 高い電力効率を備えた 26 TOPS プロセッサをベースとしています。 - [Hailo-8L M.2 Entry-Level Acceleration Module](https://hailo.ai/zh-hans/products/ai-accelerators/hailo-8l-m-2-ai-acceleration-module-for-ai-light-applications/): Hailo-8L M.2 AI 模块为边缘设备提供入门级 AI 加速，提供 13 TOPS 性能以及功耗和成本效率。 - [Hailo-8L M.2 Entry-Level Acceleration Module](https://hailo.ai/ja/products/ai-accelerators/hailo-8l-m-2-ai-acceleration-module-for-ai-light-applications/): Hailo-8L M.2 AI モジュールは、エッジ デバイスにエントリーレベルの AI アクセラレーションを提供し、電力とコスト効率に優れた 13 TOPS のパフォーマンスを提供します。 - [Hailo-8R mPCIe AI Acceleration module](https://hailo.ai/zh-hans/products/ai-accelerators/hailo-8r-mpcie-ai-acceleration-module/): Hailo-8R Mini PCIe 加速器模块是一款适用于 AI 应用的 AI 加速器模块，兼容 PCI Express Mini (mPCIe) 外形尺寸。 - [Hailo-8R mPCIe AI Acceleration module](https://hailo.ai/ja/products/ai-accelerators/hailo-8r-mpcie-ai-acceleration-module/): Hailo-8R Mini PCIe アクセラレータ モジュールは、PCI Express Mini (mPCIe) フォーム ファクタと互換性のある AI アプリケーション用の AI アクセラレータ モジュールです。 業界をリードする AI パフォーマンスをエッジ デバイスに提供 – 高い電力効率で最大 13 テラオペレーション/秒 (TOPS)。 - [Hailo-8 Century High Performance PCIe Card](https://hailo.ai/ja/products/ai-accelerators/hailo-8-century-high-performance-pcie-card/): Hailo-8 Century AI アクセラレータ カードは、最大 208 TOPS の AI パフォーマンス、最適なパワーでリアルタイムのディープ ニューラル ネットワーク推論を提供します。 - [Vision Processor Software Package](https://hailo.ai/zh-hans/products/hailo-software/vision-processor-software-package/): Hailo 的视觉处理器软件专为 SoC 量身定制，为智能相机 AI 计算机视觉开发提供驱动程序、库和工具。 - [Vision Processor Software Package](https://hailo.ai/ja/products/hailo-software/vision-processor-software-package/): SoC 向けにカスタマイズされた Hailo のビジョン プロセッサ ソフトウェアは、スマート カメラ AI コンピューター ビジョン開発用のドライバー、ライブラリ、ツールを提供します。 - [Hailo-8L Entry-Level AI Accelerator](https://hailo.ai/zh-hans/products/ai-accelerators/hailo-8l-ai-accelerator-for-ai-light-applications/): Hailo-8L 入门级人工智能加速器支持高达 13 TOPS、低延迟和功效。 简单的硬件集成解决方案。 - [Hailo-8 M.2 AI Acceleration Module](https://hailo.ai/products/ai-accelerators/hailo-8-m2-ai-acceleration-module/) - [AI Accelerators](https://hailo.ai/de/products/ai-accelerators/): Entfesseln Sie das volle Potenzial Ihrer KI-Anwendungen mit den leistungsstarken, energieeffizienten KI-Beschleunigern von Hailo. - [AI Accelerators](https://hailo.ai/ja/products/ai-accelerators/) - [AI Accelerators](https://hailo.ai/zh-hans/products/ai-accelerators/): 利用 Hailo 的高性能、高能效 AI 加速器释放 AI 应用的全部潜力。 - [AI Vision Processors](https://hailo.ai/ja/products/ai-vision-processors/): Hailo 15 の AI ビジョン プロセッサーのパワーを体験してください。 現代世界向けに設計された当社のプロセッサーは、高度な AI イメージング ソリューションを提供します。 - [AI Vision Processors](https://hailo.ai/de/products/ai-vision-processors/): AI-Vision-Prozessoren des Hailo 15 wurden für die moderne Welt entwickelt und bieten fortschrittliche KI-Bildgebungs lösungen. - [AI Vision Processors](https://hailo.ai/zh-hans/products/ai-vision-processors/): 体验 Hailo 15 AI 视觉处理器的强大功能。 我们的处理器专为现代世界而设计，提供先进的人工智能成像解决方案。 - [Hailo-8 Century High Performance PCIe Card](https://hailo.ai/products/ai-accelerators/hailo-8-century-high-performance-pcie-card/): Hailo-8 Century AI accelerator cards offer up to 208 TOPS of AI performance, real-time deep neural network inferencing with optimal power. - [Hailo-8R mPCIe AI Acceleration module](https://hailo.ai/products/ai-accelerators/hailo-8r-mpcie-ai-acceleration-module/) - [Hailo-8L M.2 Entry-Level Acceleration Module](https://hailo.ai/products/ai-accelerators/hailo-8l-m-2-ai-acceleration-module-for-ai-light-applications/): The Hailo-8L M.2 AI Module delivers entry-level AI acceleration for edge devices, offering 13 TOPS performance with power & cost efficiency. - [Hailo-8L Entry-Level AI Accelerator](https://hailo.ai/products/ai-accelerators/hailo-8l-ai-accelerator-for-ai-light-applications/) - [Vision Processor Software Package](https://hailo.ai/products/hailo-software/vision-processor-software-package/) - [Hailo-8L Entry-Level AI Accelerator](https://hailo.ai/de/products/ai-accelerators/hailo-8l-entry-level-ai-accelerator/): Der Hailo-8L™ KI-Beschleuniger zeichnet sich durch eine außergewöhnlich niedrige Latenz und hocheffiziente Verarbeitung aus. - [Hailo-8 M.2 AI Acceleration Module](https://hailo.ai/de/products/ai-accelerators/hailo-8-m-2-ai-acceleration-module/): Hailo-8 M.2 AI-Modul ist ein KI-Beschleuniger, der mit dem NGFF M.2-Formfaktor kompatibel ist. 26-TOPS-Prozessor mit hoher Energieeffizienz. - [Hailo-8L™ M.2 Entry-Level Acceleration Module](https://hailo.ai/de/products/ai-accelerators/hailo-8l-m-2-entry-level-acceleration-module/): Das M.2-KI-Beschleunigungsmodul verfügt über eine PCIe Gen 3.0 2-Lane-Schnittstelle für eine höchst begrenzte KI-Leistung für Edge-Geräte. - [Hailo-8R™ mPCIe AI Acceleration module](https://hailo.ai/de/products/ai-accelerators/hailo-8r-mpcie-ai-acceleration-module/): Das Hailo-8R Mini PCIe Accelerator Module ist ein KI-Beschleunigermodul für KI-Anwendungen, kompatibel mit dem PCI Express Mini (mPCIe)-Formfaktor. Bereitstellung branchenführender KI-Leistung für Edge-Geräte – bis zu 13 Tera-Operationen pro Sekunde (TOPS) bei hoher Energieeffizienz. - [Hailo-8 Century High Performance PCIe Card](https://hailo.ai/de/products/ai-accelerators/hailo-8-century-high-performance-pcie-card/): Die KI-Beschleunigerkarte Hailo-8 Century bietet bis zu 208 TOPS an KI-Leistung, Echtzeit-Deep-Neuronale-Netzwerk-Inferenz mit optimaler Leistung. - [AI Accelerators](https://hailo.ai/products/ai-accelerators/) - [Hailo AI Vision Processor Software Package](https://hailo.ai/de/products/hailo-software/hailo-ai-vision-processor-software-package/): Die auf SoC zugeschnittene Vision Processor Software von Hailo bietet Treiber, Bibliotheken & Tools für die KI-Computer-Vision-Entwicklung intelligenter Kameras. - [AI Vision Processors](https://hailo.ai/products/ai-vision-processors/): Experience the power of Hailo 15's AI vision processors. Designed for the modern world, our processors offer advanced AI imaging solutions. - [Hailo-8 AI Accelerator](https://hailo.ai/ja/products/ai-accelerators/hailo-8-ai-accelerator/) - [Software](https://hailo.ai/products/hailo-software/): Explore Hailo's advanced AI software solutions, tailored for AI & vision processors, ensuring high accuracy and real-time results. - [Hailo-8 AI Accelerator](https://hailo.ai/products/ai-accelerators/hailo-8-ai-accelerator/) - [Software](https://hailo.ai/ja/products/hailo-software/): AI およびビジョンプロセッサ向けにカスタマイズされ、高い精度とリアルタイムの結果を保証する Hailo の高度な AI ソフトウェア ソリューションをご確認ください。 - [Software](https://hailo.ai/zh-hans/products/hailo-software/): 探索 Hailo 先进的 AI 软件解决方案，专为 AI 和视觉处理器量身定制，确保高精度和实时结果。 - [Software](https://hailo.ai/de/products/hailo-software/): Entdecken Sie die fortschrittlichen KI-Softwarelösungen von Hailo, die auf KI- und Bildverarbeitungsprozessoren zugeschnitten sind. - [Hailo-8 AI Accelerator](https://hailo.ai/de/products/ai-accelerators/hailo-8-ai-accelerator/) - [Hailo-8 AI Accelerator](https://hailo.ai/zh-hans/products/ai-accelerators/hailo-8-ai-accelerator/) - [Hailo-15 AI Vision Processor](https://hailo.ai/products/ai-vision-processors/hailo-15-ai-vision-processor/) - [Hailo-15 AI Vision Processor](https://hailo.ai/de/products/ai-vision-processors/hailo-15-ai-vision-processor/) - [Hailo-15 AI Vision Processor](https://hailo.ai/ja/products/ai-vision-processors/hailo-15-ai-vision-processor/): Hailo-15 AI ビジョン プロセッサは、スマート カメラ用に設計された複数の複雑な深層学習 AI アプリケーションを処理でき、最大 20 TOPS と比類のない AI ビデオ分析を提供します。 優れた画質と柔軟で安全なシステムを備えた Hailo-15 AI ビジョン プロセッサは、さまざまなカメラ向けのソリューションです。 最先端の ISP パイプラインと、ハイ ダイナミック レンジ (HDR) およびノイズ リダクション (NR) アルゴリズムを備えた高度なビジョン サブシステムにより、プレミアム 4K60 画質を提供します。 Hailo-15H、Hailo-15M、Hailo-15L の 3 つの製品からお選びください。 - [Hailo-15 AI Vision Processor](https://hailo.ai/zh-hans/products/ai-vision-processors/hailo-15-ai-vision-processor/): Hailo-15 AI 视觉处理器：智能相机最高可达 20 TOPS。 优质 4K60 画质、HDR、NR，提供三种型号 - Hailo-15H、M、L。 - [Hailo AI Software Suite](https://hailo.ai/products/hailo-software/hailo-ai-software-suite/) - [Hailo AI Software Suite](https://hailo.ai/products/hailo-software/hailo-ai-software-suite/) - [Hailo人工智能软件套件](https://hailo.ai/zh-hans/products/hailo-software/hailo-ai-software-suite/) - [Hailo AI Software Suite](https://hailo.ai/ja/products/hailo-software/hailo-ai-software-suite/) - [Technology](https://hailo.ai/products/technology/): Hailo’s neural network processor has a specialized technology stack design & out performs Von Neumann architecture for deep learning tasks. - [Technology](https://hailo.ai/de/products/technology/): Der neuronale Netzwerkprozessor von Hailo verfügt über ein spezielles Technologie-Stack-Design und übertrifft die Von-Neumann-Architektur für Deep-Learning-Aufgaben. - [Technology](https://hailo.ai/zh-hans/products/technology/): Hailo 的神经网络处理器拥有专门的技术堆栈设计，在深度学习任务方面的性能优于冯诺依曼架构。 - [Technology](https://hailo.ai/ja/products/technology/): Hailo のニューラル ネットワーク プロセッサは、特殊なテクノロジー スタック設計を採用しており、ディープ ラーニング タスク用のフォン ノイマン アーキテクチャを最大限に実行します。 --- # # Detailed Content ## Posts - Published: 2026-02-19 - Modified: 2026-03-03 - URL: https://hailo.ai/blog/bringing-on-device-generative-ai-to-the-pi-when-and-why-youll-need-the-raspberry-pi-ai-hat-2/ - Categories: AI Hardware - Tags: Edge AI Device, Hailo-10H, rpi - Translation Priorities: Optional --- - Published: 2026-02-19 - Modified: 2026-03-03 - URL: https://hailo.ai/zh-hans/blog/bringing-on-device-generative-ai-to-the-pi-when-and-why-youll-need-the-raspberry-pi-ai-hat-2/ - Categories: AI Hardware - Tags: Edge AI Device, Hailo-10H, rpi - Translation Priorities: 可选 --- - Published: 2026-02-19 - Modified: 2026-03-05 - URL: https://hailo.ai/de/blog/bringing-on-device-generative-ai-to-the-pi-when-and-why-youll-need-the-raspberry-pi-ai-hat-2/ - Categories: AI Hardware - Tags: Edge AI Device, Hailo-10H, rpi - Translation Priorities: Optional --- - Published: 2026-02-19 - Modified: 2026-03-05 - URL: https://hailo.ai/ja/blog/bringing-on-device-generative-ai-to-the-pi-when-and-why-youll-need-the-raspberry-pi-ai-hat-2/ - Categories: AI Hardware - Tags: Edge AI Device, Hailo-10H, rpi - Translation Priorities: 可选 --- - Published: 2025-12-30 - Modified: 2026-01-26 - URL: https://hailo.ai/blog/dram-shortage-in-edge-ai-doing-more-with-less/ - Categories: AI Hardware, DRAM, Edge AI Box, Edge AI Device - Translation Priorities: Optional --- - Published: 2025-12-30 - Modified: 2026-01-26 - URL: https://hailo.ai/zh-hans/blog/dram-shortage-in-edge-ai-doing-more-with-less/ - Categories: AI Hardware, DRAM, Edge AI Box, Edge AI Device - Translation Priorities: 可选 --- - Published: 2025-12-30 - Modified: 2026-01-26 - URL: https://hailo.ai/de/blog/dram-shortage-in-edge-ai-doing-more-with-less/ - Categories: AI Hardware, DRAM, Edge AI Box, Edge AI Device - Translation Priorities: Optional --- - Published: 2025-12-30 - Modified: 2026-01-26 - URL: https://hailo.ai/ja/blog/dram-shortage-in-edge-ai-doing-more-with-less/ - Categories: AI Hardware, DRAM, Edge AI Box, Edge AI Device - Translation Priorities: 可选 --- - Published: 2025-11-25 - Modified: 2025-12-30 - URL: https://hailo.ai/blog/plug-and-play-ai-hailo-frigate-and-home-assistant-integration/ - Categories: Developer, Home Assistant - Translation Priorities: Optional --- - Published: 2025-11-25 - Modified: 2025-12-30 - URL: https://hailo.ai/zh-hans/blog/plug-and-play-ai-hailo-frigate-and-home-assistant-integration/ - Categories: Developer, Home Assistnat - Translation Priorities: 可选 --- - Published: 2025-11-25 - Modified: 2025-12-30 - URL: https://hailo.ai/de/blog/plug-and-play-ai-hailo-frigate-and-home-assistant-integration/ - Categories: Developer, Home Assistnat - Translation Priorities: Optional --- - Published: 2025-11-25 - Modified: 2025-12-30 - URL: https://hailo.ai/ja/blog/plug-and-play-ai-hailo-frigate-and-home-assistant-integration/ - Categories: Developer, Home Assistnat - Translation Priorities: 可选 --- - Published: 2025-07-29 - Modified: 2026-01-08 - URL: https://hailo.ai/blog/bringing-generative-ai-to-the-edge-llm-on-hailo-10h/ - Categories: AI Software, Edge AI Device, Generative AI, LLM, VLM - Translation Priorities: Optional --- - Published: 2025-07-29 - Modified: 2025-11-16 - URL: https://hailo.ai/zh-hans/blog/bringing-generative-ai-to-the-edge-llm-on-hailo-10h/ - Categories: AI Software, Edge AI Device, Generative AI, LLM, VLM - Translation Priorities: 可选 --- - Published: 2025-07-29 - Modified: 2025-11-16 - URL: https://hailo.ai/de/blog/bringing-generative-ai-to-the-edge-llm-on-hailo-10h/ - Categories: AI Software, Edge AI Device, Generative AI, LLM, VLM - Translation Priorities: Optional --- - Published: 2025-07-29 - Modified: 2025-11-25 - URL: https://hailo.ai/ja/blog/bringing-generative-ai-to-the-edge-llm-on-hailo-10h/ - Categories: AI Software, Edge AI Device, Generative AI, LLM, VLM - Translation Priorities: 可选 --- - Published: 2025-06-29 - Modified: 2026-01-08 - URL: https://hailo.ai/blog/evaluating-edge-ai-processor-in-the-generative-ai-era/ - Categories: Edge AI Device, Generative AI - Translation Priorities: Optional --- - Published: 2025-06-29 - Modified: 2025-06-30 - URL: https://hailo.ai/zh-hans/blog/evaluating-edge-ai-processor-in-the-generative-ai-era/ - Categories: Edge AI Device, Generative AI - Translation Priorities: 可选 TOPS Matter, But They’re Not Enough. As edge AI continues to revolutionize industries, choosing the right processor becomes a critical decision for developers and businesses --- - Published: 2025-06-29 - Modified: 2025-06-30 - URL: https://hailo.ai/de/blog/evaluating-edge-ai-processor-in-the-generative-ai-era/ - Categories: Edge AI Device, Generative AI - Translation Priorities: Optional --- - Published: 2025-06-29 - Modified: 2025-09-10 - URL: https://hailo.ai/ja/blog/evaluating-edge-ai-processor-in-the-generative-ai-era/ - Categories: Edge AI Device, Generative AI - Translation Priorities: 可选 TOPS Matter, But They’re Not Enough. As edge AI continues to revolutionize industries, choosing the right processor becomes a critical decision for developers and businesses. --- > Hailo wins 2025 Intellyx Digital Innovator Award for edge AI excellence. See why Hailo is leading enterprise transformation in AI. - Published: 2025-06-10 - Modified: 2025-07-02 - URL: https://hailo.ai/blog/hailo-wins-2025-digital-innovator-award-from-intellyx/ - Categories: Edge AI Developer, Edge AI Device - Translation Priorities: Optional --- - Published: 2025-06-10 - Modified: 2025-07-02 - URL: https://hailo.ai/zh-hans/blog/hailo-wins-2025-digital-innovator-award-from-intellyx/ - Categories: Edge AI Developer, Edge AI Device - Translation Priorities: 可选 --- - Published: 2025-06-10 - Modified: 2025-07-02 - URL: https://hailo.ai/de/blog/hailo-wins-2025-digital-innovator-award-from-intellyx/ - Categories: Edge AI Developer, Edge AI Device - Translation Priorities: Optional --- - Published: 2025-06-10 - Modified: 2025-07-02 - URL: https://hailo.ai/ja/blog/hailo-wins-2025-digital-innovator-award-from-intellyx/ - Categories: Edge AI Developer, Edge AI Device - Translation Priorities: 可选 --- > Hailo's Automatic License Plate Recognition application is an end-to-end solution for deploying AI in intelligent transportation on the edge. - Published: 2025-04-09 - Modified: 2025-06-17 - URL: https://hailo.ai/blog/automatic-license-plate-recognition-with-hailo-processors/ - Categories: AI Software, Automatic License Plate Recognition, Edge AI Developer, Smart Transportation - Tags: LPR - Translation Priorities: Optional In this blog post, we present Hailo’s License Plate Recognition (LPR) implementation (also known as Automatic Number Place Recognition or ANPR). --- > Die automatische Nummernschilderkennung von Hailo ist eine End-to-End-Lösung für den Einsatz von KI im intelligenten Transportwesen am Rande. - Published: 2025-04-09 - Modified: 2024-06-23 - URL: https://hailo.ai/de/blog/automatic-license-plate-recognition-with-hailo-8/ - Categories: AI Software, AI Software, Automatic License Plate Recognition, Edge AI Developer, Edge AI Developer, Smart Transportation - Tags: LPR - Translation Priorities: Optional In this blog post, we present Hailo’s License Plate Recognition (LPR) implementation (also known as Automatic Number Place Recognition or ANPR). --- - Published: 2025-04-09 - Modified: 2025-06-17 - URL: https://hailo.ai/zh-hans/blog/automatic-license-plate-recognition-with-hailo-processors/ - Categories: AI Software, Automatic License Plate Recognition, Edge AI Developer, Smart Transportation - Tags: LPR - Translation Priorities: 可选 In this blog post, we present Hailo’s License Plate Recognition (LPR) implementation (also known as Automatic Number Place Recognition or ANPR). --- - Published: 2025-04-09 - Modified: 2025-06-17 - URL: https://hailo.ai/ja/blog/automatic-license-plate-recognition-with-hailo-processors/ - Categories: AI Software, Automatic License Plate Recognition, Edge AI Developer, Smart Transportation - Tags: LPR - Translation Priorities: 可选 In this blog post, we present Hailo’s License Plate Recognition (LPR) implementation (also known as Automatic Number Place Recognition or ANPR). --- - Published: 2025-03-30 - Modified: 2025-09-22 - URL: https://hailo.ai/blog/ai-video-enhancement-implications-on-forensic-validity/ - Categories: Generative AI, Video Enhancement - Translation Priorities: Optional --- - Published: 2025-03-30 - Modified: 2025-04-01 - URL: https://hailo.ai/zh-hans/blog/ai-video-enhancement-implications-on-forensic-validity/ - Categories: Generative AI, Video Enhancement - Translation Priorities: 可选 --- - Published: 2025-03-30 - Modified: 2025-04-01 - URL: https://hailo.ai/de/blog/ai-video-enhancement-implications-on-forensic-validity/ - Categories: Generative AI, Video Enhancement - Translation Priorities: Optional --- - Published: 2025-03-30 - Modified: 2025-04-01 - URL: https://hailo.ai/ja/blog/ai-video-enhancement-implications-on-forensic-validity/ - Categories: Generative AI, Video Enhancement - Translation Priorities: 可选 --- - Published: 2025-03-12 - Modified: 2025-11-05 - URL: https://hailo.ai/blog/hailo-hackathon-2024-2025-pushing-the-limits-of-ai-innovation-on-raspberry-pi/ - Categories: AI Hardware, Compute, Developer, Edge AI Device, Generative AI, Raspberry Pi 5 with Hailo AI HAT+ - Translation Priorities: Optional --- - Published: 2025-03-12 - Modified: 2025-11-05 - URL: https://hailo.ai/de/blog/hailo-hackathon-2024-2025-pushing-the-limits-of-ai-innovation-on-raspberry-pi/ - Categories: AI Hardware, Compute, Developer, Edge AI Device, Generative AI, Raspberry Pi 5 with Hailo AI HAT+ - Translation Priorities: Optional --- - Published: 2025-03-12 - Modified: 2025-11-05 - URL: https://hailo.ai/ja/blog/hailo-hackathon-2024-2025-pushing-the-limits-of-ai-innovation-on-raspberry-pi/ - Categories: AI Hardware, Compute, Developer, Edge AI Device, Generative AI, Raspberry Pi 5 with Hailo AI HAT+ - Translation Priorities: 可选 --- - Published: 2025-03-12 - Modified: 2025-11-05 - URL: https://hailo.ai/zh-hans/blog/hailo-hackathon-2024-2025-pushing-the-limits-of-ai-innovation-on-raspberry-pi/ - Categories: AI Hardware, Compute, Developer, Edge AI Device, Generative AI, Raspberry Pi 5 with Hailo AI HAT+ - Translation Priorities: 可选 --- - Published: 2025-02-04 - Modified: 2025-11-05 - URL: https://hailo.ai/blog/ces-2025-the-year-edge-ai-took-over/ - Categories: AI Hardware, Automotive, Compute, Developer, Edge AI Device, Generative AI, Intelligent Camera, Security, Surveillance, VMS - Translation Priorities: Optional --- - Published: 2025-02-04 - Modified: 2025-11-05 - URL: https://hailo.ai/zh-hans/blog/ces-2025-the-year-edge-ai-took-over/ - Categories: AI Hardware, Automotive, Compute, Developer, Edge AI Device, Generative AI, Intelligent Camera, Security, Surveillance, VMS - Translation Priorities: 可选 --- - Published: 2025-02-04 - Modified: 2025-11-05 - URL: https://hailo.ai/de/blog/ces-2025-the-year-edge-ai-took-over/ - Categories: AI Hardware, Automotive, Compute, Developer, Edge AI Device, Generative AI, Intelligent Camera, Security, Surveillance, VMS - Translation Priorities: Optional --- - Published: 2025-02-04 - Modified: 2025-11-05 - URL: https://hailo.ai/ja/blog/ces-2025-the-year-edge-ai-took-over/ - Categories: AI Hardware, Automotive, Compute, Developer, Edge AI Device, Generative AI, Intelligent Camera, Security, Surveillance, VMS - Translation Priorities: 可选 --- > Elevate your security with Hailo's scalable AI-driven video management systems for unparalleled surveillance performance. - Published: 2025-01-31 - Modified: 2025-06-23 - URL: https://hailo.ai/blog/ai-enhanced-video-management-scalability/ - Categories: Security, VMS - Tags: hailo-8-ai-accelerator, hailo-8-century, VMS - Translation Priorities: Optional --- - Published: 2025-01-31 - Modified: 2025-01-09 - URL: https://hailo.ai/de/blog/ai-enhanced-video-management-scalability/ - Categories: Security, VMS - Tags: hailo-8-ai-accelerator, hailo-8-century, VMS - Translation Priorities: Optional --- > Hailo のスケーラブルな AI 駆動ビデオ管理システムでセキュリティを強化し、比類のない監視パフォーマンスを実現します。 - Published: 2025-01-31 - Modified: 2024-08-25 - URL: https://hailo.ai/ja/blog/ai-enhanced-video-management-scalability/ - Categories: Security, VMS - Tags: hailo-8-ai-accelerator, hailo-8-century, VMS - Translation Priorities: 可选 --- - Published: 2025-01-31 - Modified: 2025-01-09 - URL: https://hailo.ai/zh-hans/blog/ai-enhanced-video-management-scalability/ - Categories: Security, VMS - Tags: hailo-8-ai-accelerator, hailo-8-century, VMS - Translation Priorities: 可选 --- > Explore how AI in public safety balances security & privacy. Our edge AI solutions ensure secure environments while respecting privacy. Learn how! - Published: 2024-12-20 - Modified: 2025-02-03 - URL: https://hailo.ai/blog/ai-in-public-safety-privacy-and-security/ - Categories: Edge AI Device, Intelligent Camera, Privacy, Security, Smart City, Surveillance - Translation Priorities: Optional --- > 探索公共安全领域的人工智能如何平衡安全性和隐私性。我们的边缘人工智能解决方案在确保安全环境的同时尊重隐私。了解如何做到！ - Published: 2024-12-20 - Modified: 2024-08-25 - URL: https://hailo.ai/zh-hans/blog/ai-in-public-safety-privacy-and-security/ - Categories: Edge AI Device, Intelligent Camera, Privacy, Security, Smart City, Surveillance - Translation Priorities: 可选 --- > Entdecken Sie, wie KI in öffentlichen Sicherheitslösungen sichere Umgebungen unter Wahrung der Privatsphäre bietet. Erfahren Sie wie! - Published: 2024-12-20 - Modified: 2024-08-25 - URL: https://hailo.ai/de/blog/ai-in-public-safety-privacy-and-security/ - Categories: Edge AI Device, Intelligent Camera, Privacy, Security, Smart City, Surveillance - Translation Priorities: Optional --- > 公共の安全における AI がセキュリティとプライバシーのバランスをどのように保っているかをご覧ください。当社のエッジ AI ソリューションは、プライバシーを尊重しながら安全な環境を確保します。その方法をご覧ください。 - Published: 2024-12-20 - Modified: 2024-09-22 - URL: https://hailo.ai/ja/blog/ai-in-public-safety-privacy-and-security/ - Categories: Edge AI Device, Intelligent Camera, Privacy, Security, Smart City, Surveillance - Translation Priorities: 可选 --- - Published: 2024-12-08 - Modified: 2025-11-05 - URL: https://hailo.ai/blog/the-evolution-of-ai-on-the-edge-from-perception-to-creation/ - Categories: AI Hardware, Compute, Edge AI Device, Generative AI - Translation Priorities: Optional In the vast landscape of artificial intelligence (AI), one of the most intriguing journeys has been the evolution of AI on the edge. This journey has taken us from classic machine vision to the realms of discriminative AI, enhancive AI, and now, the groundbreaking frontier of generative AI. Each step has brought us closer to a future where intelligent systems seamlessly integrate with our daily lives, offering an immersive experience of not just perception but also creation at the palm of our hand. --- - Published: 2024-12-08 - Modified: 2024-08-25 - URL: https://hailo.ai/zh-hans/blog/the-evolution-of-ai-on-the-edge-from-perception-to-creation/ - Categories: AI Hardware, Compute, Edge AI Device, Generative AI, Generative AI - Translation Priorities: 可选 In the vast landscape of artificial intelligence (AI), one of the most intriguing journeys has been the evolution of AI on the edge. This journey has taken us from classic machine vision to the realms of discriminative AI, enhancive AI, and now, the groundbreaking frontier of generative AI. Each step has brought us closer to a future where intelligent systems seamlessly integrate with our daily lives, offering an immersive experience of not just perception but also creation at the palm of our hand. --- - Published: 2024-12-08 - Modified: 2025-11-05 - URL: https://hailo.ai/de/blog/the-evolution-of-ai-on-the-edge-from-perception-to-creation/ - Categories: AI Hardware, Compute, Edge AI Device, Generative AI - Translation Priorities: Optional In the vast landscape of artificial intelligence (AI), one of the most intriguing journeys has been the evolution of AI on the edge. This journey has taken us from classic machine vision to the realms of discriminative AI, enhancive AI, and now, the groundbreaking frontier of generative AI. Each step has brought us closer to a future where intelligent systems seamlessly integrate with our daily lives, offering an immersive experience of not just perception but also creation at the palm of our hand. --- - Published: 2024-12-08 - Modified: 2025-11-05 - URL: https://hailo.ai/ja/blog/the-evolution-of-ai-on-the-edge-from-perception-to-creation/ - Categories: AI Hardware, Compute, Edge AI Device, Generative AI - Translation Priorities: 可选 In the vast landscape of artificial intelligence (AI), one of the most intriguing journeys has been the evolution of AI on the edge. This journey has taken us from classic machine vision to the realms of discriminative AI, enhancive AI, and now, the groundbreaking frontier of generative AI. Each step has brought us closer to a future where intelligent systems seamlessly integrate with our daily lives, offering an immersive experience of not just perception but also creation at the palm of our hand. --- - Published: 2024-11-09 - Modified: 2026-01-28 - URL: https://hailo.ai/blog/ai-cameras-from-vision-to-insights/ - Categories: Edge AI Developer, Edge AI Device, Intelligent Camera - Translation Priorities: Optional As the camera market is booming, so does the need to empower cameras with artificial intelligence (AI). In this blog post we discuss the need for on-camera AI and how it enhances video quality and empowers advanced video analytics. We will look at some typical cameras and applications and try to estimate the AI budget required to execute the different scenarios. --- - Published: 2024-11-09 - Modified: 2025-02-17 - URL: https://hailo.ai/de/blog/ai-cameras-from-vision-to-insights/ - Categories: Edge AI Developer, Edge AI Device, Intelligent Camera - Translation Priorities: Optional As the camera market is booming, so does the need to empower cameras with artificial intelligence (AI). In this blog post we discuss the need for on-camera AI and how it enhances video quality and empowers advanced video analytics. We will look at some typical cameras and applications and try to estimate the AI budget required to execute the different scenarios. --- - Published: 2024-11-09 - Modified: 2025-01-09 - URL: https://hailo.ai/zh-hans/blog/ai-cameras-from-vision-to-insights/ - Categories: Edge AI Developer, Edge AI Device, Intelligent Camera - Translation Priorities: 可选 As the camera market is booming, so does the need to empower cameras with artificial intelligence (AI). In this blog post we discuss the need for on-camera AI and how it enhances video quality and empowers advanced video analytics. We will look at some typical cameras and applications and try to estimate the AI budget required to execute the different scenarios. --- - Published: 2024-11-09 - Modified: 2025-01-09 - URL: https://hailo.ai/ja/blog/ai-cameras-from-vision-to-insights/ - Categories: Edge AI Developer, Edge AI Device, Intelligent Camera - Translation Priorities: 可选 As the camera market is booming, so does the need to empower cameras with artificial intelligence (AI). In this blog post we discuss the need for on-camera AI and how it enhances video quality and empowers advanced video analytics. We will look at some typical cameras and applications and try to estimate the AI budget required to execute the different scenarios. --- > Hailo AI’s autonomous parking solutions are here. Discover the futuristic parking lot technologies of automated parking AI. Learn more today! - Published: 2023-08-20 - Modified: 2025-03-20 - URL: https://hailo.ai/blog/backing-into-the-future-unlocking-the-potential-of-automated-parking/ - Categories: ADAS, Automotive - Tags: Automated parking, Driving safety - Translation Priorities: Optional The technology advancements and market drivers that accelerate the transition to automated parking --- - Published: 2023-08-20 - Modified: 2024-08-25 - URL: https://hailo.ai/de/blog/backing-into-the-future-unlocking-the-potential-of-automated-parking/ - Categories: ADAS, Automotive - Tags: Automated parking, Driving safety - Translation Priorities: Optional The technology advancements and market drivers that accelerate the transition to automated parking --- > 由先进人工智能和传感器提供支持的自动停车正在改变我们的停车方式，减少事故并提高道路安全。 - Published: 2023-08-20 - Modified: 2024-11-06 - URL: https://hailo.ai/zh-hans/blog/backing-into-the-future-unlocking-the-potential-of-automated-parking/ - Categories: ADAS, Automotive - Tags: Automated parking, Driving safety - Translation Priorities: 可选 The technology advancements and market drivers that accelerate the transition to automated parking --- - Published: 2023-08-20 - Modified: 2024-12-15 - URL: https://hailo.ai/ja/blog/backing-into-the-future-unlocking-the-potential-of-automated-parking/ - Categories: ADAS, Automotive - Tags: Automated parking, Driving safety - Translation Priorities: 可选 The technology advancements and market drivers that accelerate the transition to automated parking --- > Harnessing the power of ADAS development to deliver state-of-the-art AI driving solutions. Discover how we are paving the way for safer and smarter roads. - Published: 2023-07-24 - Modified: 2024-08-25 - URL: https://hailo.ai/blog/leveraging-vendor-partnerships-for-adas-success-leddartech-and-hailo/ - Categories: ADAS, AI Software, Automotive - Translation Priorities: Optional --- - Published: 2023-07-24 - Modified: 2024-08-25 - URL: https://hailo.ai/zh-hans/blog/leveraging-vendor-partnerships-for-adas-success-leddartech-and-hailo/ - Categories: ADAS, AI Software, Automotive - Translation Priorities: 可选 --- > Nutzen Sie die Leistungsfähigkeit der ADAS-Entwicklung, um hochmoderne KI-Fahrlösungen bereitzustellen. Für sicherere und intelligentere Straßen. - Published: 2023-07-24 - Modified: 2024-08-25 - URL: https://hailo.ai/de/blog/leveraging-vendor-partnerships-for-adas-success-leddartech-and-hailo/ - Categories: ADAS, ADAS, AI Software, Automotive, Automotive - Translation Priorities: Optional --- - Published: 2023-07-24 - Modified: 2024-09-09 - URL: https://hailo.ai/ja/blog/leveraging-vendor-partnerships-for-adas-success-leddartech-and-hailo/ - Categories: ADAS, AI Software, Automotive - Translation Priorities: 可选 --- > Advanced AI object detection for edge devices with Hailo. Learn how to make the right choices for your projects. Discover AI solutions today! - Published: 2022-10-06 - Modified: 2025-05-05 - URL: https://hailo.ai/blog/ai-object-detection-on-the-edge-making-the-right-choice/ - Categories: Edge AI Developer, Edge AI Device, Object Detection - Translation Priorities: Optional --- > Objekterkennungs-KI am Edge: Alles, was Sie wissen müssen, wenn Sie ein Objekterkennungsnetzwerk für Ihre Edge-Anwendung auswählen. - Published: 2022-10-06 - Modified: 2024-08-25 - URL: https://hailo.ai/de/blog/object-detection-at-the-edge-making-the-right-choice/ - Categories: Edge AI Developer, Edge AI Developer, Edge AI Device, Edge AI Device, Object Detection - Translation Priorities: Optional --- - Published: 2022-10-06 - Modified: 2025-01-09 - URL: https://hailo.ai/zh-hans/blog/ai-object-detection-on-the-edge-making-the-right-choice/ - Categories: Edge AI Developer, Edge AI Device, Object Detection - Translation Priorities: 可选 --- - Published: 2022-10-06 - Modified: 2025-01-09 - URL: https://hailo.ai/ja/blog/ai-object-detection-on-the-edge-making-the-right-choice/ - Categories: Edge AI Developer, Edge AI Device, Object Detection - Translation Priorities: 可选 --- - Published: 2022-08-07 - Modified: 2025-11-05 - URL: https://hailo.ai/blog/multi-camera-multi-person-re-identification/ - Categories: Edge AI Box, Edge AI Device, Security, Smart Retail, Surveillance - Translation Priorities: Optional Multi-person re-identification across different streams is essential for security and retail applications. --- > Mehrkamera-Tracking und Mehrpersonen-Tracking mit Hailo-8 verbessern den Einzelhandelsbetrieb und liefern präzise Einblicke in die Sicherheit. - Published: 2022-08-07 - Modified: 2024-12-24 - URL: https://hailo.ai/de/blog/multi-camera-multi-person-re-identification/ - Categories: Edge AI Box, Edge AI Device, Edge AI Device, Security, Security, Smart Retail, Surveillance, Surveillance - Translation Priorities: Optional Multi-person re-identification across different streams is essential for security and retail applications. --- > 了解 Hailo-8 的多摄像机跟踪和多人跟踪如何促进零售和安全运营的高效准确洞察。 - Published: 2022-08-07 - Modified: 2024-12-24 - URL: https://hailo.ai/zh-hans/blog/multi-camera-multi-person-re-identification/ - Categories: Edge AI Box, Edge AI Device, Security, Smart Retail, Surveillance - Translation Priorities: 可选 Multi-person re-identification across different streams is essential for security and retail applications. --- - Published: 2022-08-07 - Modified: 2026-02-03 - URL: https://hailo.ai/ja/blog/multi-camera-multi-person-re-identification/ - Categories: Edge AI Box, Edge AI Device, Security, Smart Retail, Surveillance - Translation Priorities: 可选 Multi-person re-identification across different streams is essential for security and retail applications. --- > AI video analytics are a cost-effective solution enabling real-time accurate event detection for small businesses and smart retail. - Published: 2022-06-16 - Modified: 2024-11-05 - URL: https://hailo.ai/blog/advanced-video-analytics-for-small-businesses/ - Categories: Edge AI Box, Edge AI Device, Security, Smart Retail, Surveillance - Translation Priorities: Optional --- > KI-Videoanalysen sind eine kostengünstige Lösung, die eine Ereigniserkennung in Echtzeit für den intelligenten Einzelhandel ermöglicht. - Published: 2022-06-16 - Modified: 2024-04-25 - URL: https://hailo.ai/de/blog/advanced-video-analytics-for-small-businesses/ - Categories: Edge AI Box, Edge AI Device, Edge AI Device, Security, Security, Smart Retail, Surveillance, Surveillance - Translation Priorities: Optional --- - Published: 2022-06-16 - Modified: 2024-11-05 - URL: https://hailo.ai/zh-hans/blog/advanced-video-analytics-for-small-businesses/ - Categories: Edge AI Box, Edge AI Device, Security, Smart Retail, Surveillance - Translation Priorities: 可选 --- - Published: 2022-06-16 - Modified: 2024-11-05 - URL: https://hailo.ai/ja/blog/advanced-video-analytics-for-small-businesses/ - Categories: Edge AI Box, Edge AI Device, Security, Smart Retail, Surveillance - Translation Priorities: 可选 --- > Hailo leads the way in traffic monitoring AI, transforming ITS into smarter, safer networks. Learn how in our detailed blog post. - Published: 2022-02-14 - Modified: 2024-11-05 - URL: https://hailo.ai/blog/powerful-edge-ai-to-boost-intelligent-traffic-systems-its/ - Categories: Smart City, Smart Transportation, Surveillance, Traffic Monitoring - Translation Priorities: Optional Whether in the city or outside of it, current traffic monitoring solutions have significant challenges in dealing with increasingly common complex traffic scenarios and more robust AI functionality requirements. --- - Published: 2022-02-14 - Modified: 2024-03-26 - URL: https://hailo.ai/de/blog/powerful-edge-ai-to-boost-intelligent-traffic-systems-its/ - Categories: Smart City, Smart City, Smart Transportation, Surveillance, Surveillance, Traffic Monitoring - Translation Priorities: Optional Whether in the city or outside of it, current traffic monitoring solutions have significant challenges in dealing with increasingly common complex traffic scenarios and more robust AI functionality requirements. --- - Published: 2022-02-14 - Modified: 2024-11-05 - URL: https://hailo.ai/zh-hans/blog/powerful-edge-ai-to-boost-intelligent-traffic-systems-its/ - Categories: Smart City, Smart Transportation, Surveillance, Traffic Monitoring - Translation Priorities: 可选 Whether in the city or outside of it, current traffic monitoring solutions have significant challenges in dealing with increasingly common complex traffic scenarios and more robust AI functionality requirements. --- - Published: 2022-02-14 - Modified: 2024-11-05 - URL: https://hailo.ai/ja/blog/powerful-edge-ai-to-boost-intelligent-traffic-systems-its/ - Categories: Smart City, Smart Transportation, Surveillance, Traffic Monitoring - Translation Priorities: 可选 Whether in the city or outside of it, current traffic monitoring solutions have significant challenges in dealing with increasingly common complex traffic scenarios and more robust AI functionality requirements. --- > Uncover the challenges of mass AI adoption, the role of vendor collaboration, and Hailo's innovative onboarding solutions. - Published: 2022-01-12 - Modified: 2025-05-05 - URL: https://hailo.ai/blog/how-software-can-streamline-customer-experience-in-edge-ai/ - Categories: AI Hardware, AI Software, Developer, Edge AI Developer, Edge AI Device - Translation Priorities: Optional When looking at the challenges facing mass AI adoption, infrastructure and integration are among their most important aspects. They were among the top limiting factors in a 2020 O’Rielly survey. --- > Entdecken Sie die Herausforderungen der Masseneinführung von KI, die Rolle der Zusammenarbeit mit Anbietern und die innovativen von Hailo. - Published: 2022-01-12 - Modified: 2024-10-07 - URL: https://hailo.ai/de/blog/how-software-can-streamline-customer-experience-in-edge-ai/ - Categories: AI Hardware, AI Hardware, AI Software, AI Software, Developer, Edge AI Developer, Edge AI Developer, Edge AI Device, Edge AI Device - Translation Priorities: Optional When looking at the challenges facing mass AI adoption, infrastructure and integration are among their most important aspects. They were among the top limiting factors in a 2020 O’Rielly survey. --- - Published: 2022-01-12 - Modified: 2024-11-06 - URL: https://hailo.ai/zh-hans/blog/how-software-can-streamline-customer-experience-in-edge-ai/ - Categories: AI Hardware, AI Software, Developer, Edge AI Developer, Edge AI Device - Translation Priorities: 可选 When looking at the challenges facing mass AI adoption, infrastructure and integration are among their most important aspects. They were among the top limiting factors in a 2020 O’Rielly survey. --- - Published: 2022-01-12 - Modified: 2025-05-05 - URL: https://hailo.ai/ja/blog/how-software-can-streamline-customer-experience-in-edge-ai/ - Categories: AI Hardware, AI Software, Developer, Edge AI Developer, Edge AI Device - Translation Priorities: 可选 When looking at the challenges facing mass AI adoption, infrastructure and integration are among their most important aspects. They were among the top limiting factors in a 2020 O’Rielly survey. --- > Join Hailo's CBO in exploring the edge AI landscape, its challenges, and the company's role in shaping its future. - Published: 2021-12-22 - Modified: 2024-11-05 - URL: https://hailo.ai/blog/5-questions-on-the-edge-ai-with-hailo-cbo-hadar-zeitlin/ - Categories: AI Hardware, AI Software, Automotive, Edge AI Device - Translation Priorities: Optional It is very exciting to see the increasing adoption of AI in edge applications in recent years and how the ecosystem is being built to further benefit from AI capabilities by implementing more sophisticated, high performance use cases. --- > Entdecken Sie gemeinsam mit dem CBO von Hailo die Edge-KI und die Rolle des Unternehmens bei der Gestaltung seiner Zukunft. - Published: 2021-12-22 - Modified: 2024-04-25 - URL: https://hailo.ai/de/blog/5-questions-on-the-edge-ai-with-hailo-cbo-hadar-zeitlin/ - Categories: AI Hardware, AI Hardware, AI Software, Automotive, Automotive, Edge AI Device, Edge AI Device - Translation Priorities: Optional It is very exciting to see the increasing adoption of AI in edge applications in recent years and how the ecosystem is being built to further benefit from AI capabilities by implementing more sophisticated, high performance use cases. --- - Published: 2021-12-22 - Modified: 2024-11-05 - URL: https://hailo.ai/zh-hans/blog/5-questions-on-the-edge-ai-with-hailo-cbo-hadar-zeitlin/ - Categories: AI Hardware, AI Software, Automotive, Edge AI Device - Translation Priorities: 可选 It is very exciting to see the increasing adoption of AI in edge applications in recent years and how the ecosystem is being built to further benefit from AI capabilities by implementing more sophisticated, high performance use cases. --- > Join Hailo's CBO in exploring the edge AI landscape, its challenges, and the company's role in shaping its future. - Published: 2021-12-22 - Modified: 2024-11-05 - URL: https://hailo.ai/ja/blog/5-questions-on-the-edge-ai-with-hailo-cbo-hadar-zeitlin/ - Categories: AI Hardware, AI Software, Automotive, Edge AI Device - Translation Priorities: 可选 It is very exciting to see the increasing adoption of AI in edge applications in recent years and how the ecosystem is being built to further benefit from AI capabilities by implementing more sophisticated, high performance use cases. --- > Intelligent Video Analytics: Learn how edge AI is becoming mainstream, providing real-time video analytics on intelligent cameras, NVRs, and edge AI boxes. - Published: 2021-12-09 - Modified: 2024-11-05 - URL: https://hailo.ai/blog/a-new-generation-of-video-analytics-enabled-by-powerful-edge-ai/ - Categories: Edge AI Device, Intelligent Camera, Security, Smart Retail, Surveillance - Translation Priorities: Optional Intelligent Video Analytics (IVA) have penetrated many applications across industry verticals. Starting from on-premises server-based capabilities, then becoming available on the cloud (relying on high-bandwidth connectivity) and, more recently, on edge devices. --- > Intelligente Videoanalyse: Erfahren Sie, wie Edge AI Echtzeit-Videoanalysen für intelligente Kameras, NVRs und Edge AI-Boxen bereitstellt. - Published: 2021-12-09 - Modified: 2024-04-25 - URL: https://hailo.ai/de/blog/a-new-generation-of-video-analytics-enabled-by-powerful-edge-ai/ - Categories: Edge AI Device, Edge AI Device, Intelligent Camera, Intelligent Camera, Security, Security, Smart Retail, Surveillance, Surveillance - Translation Priorities: Optional Intelligent Video Analytics (IVA) have penetrated many applications across industry verticals. Starting from on-premises server-based capabilities, then becoming available on the cloud (relying on high-bandwidth connectivity) and, more recently, on edge devices. --- - Published: 2021-12-09 - Modified: 2024-11-05 - URL: https://hailo.ai/zh-hans/blog/a-new-generation-of-video-analytics-enabled-by-powerful-edge-ai/ - Categories: Edge AI Device, Intelligent Camera, Security, Smart Retail, Surveillance - Translation Priorities: 可选 Intelligent Video Analytics (IVA) have penetrated many applications across industry verticals. Starting from on-premises server-based capabilities, then becoming available on the cloud (relying on high-bandwidth connectivity) and, more recently, on edge devices. --- - Published: 2021-12-09 - Modified: 2024-11-05 - URL: https://hailo.ai/ja/blog/a-new-generation-of-video-analytics-enabled-by-powerful-edge-ai/ - Categories: Edge AI Device, Intelligent Camera, Security, Smart Retail, Surveillance - Translation Priorities: 可选 Intelligent Video Analytics (IVA) have penetrated many applications across industry verticals. Starting from on-premises server-based capabilities, then becoming available on the cloud (relying on high-bandwidth connectivity) and, more recently, on edge devices. --- > Learn about Hailo and NXP's partnership in developing efficient embedded AI solutions. Explore our innovative technologies. Read more now! - Published: 2021-11-18 - Modified: 2024-11-05 - URL: https://hailo.ai/blog/play-to-win-how-hailo-and-nxp-create-efficient-embedded-ai-solutions/ - Categories: Automotive, Edge AI Developer, Edge AI Device, Industry 4.0, Intelligent Camera, Smart Transportation, Surveillance - Translation Priorities: Optional A good partnership is all about the added value. It highlights the strengths of each party, compensates for the weaker points and overall produces more value than what the two parties would produce individually. --- > Visit Hailo's blog to learn how integrating the powerful Hailo-8 AI processor into a range of NXP platforms has created some amazing computing solutions across applications and industries. - Published: 2021-11-18 - Modified: 2024-06-27 - URL: https://hailo.ai/de/blog/play-to-win-how-hailo-and-nxp-create-efficient-embedded-ai-solutions/ - Categories: Automotive, Automotive, Edge AI Developer, Edge AI Developer, Edge AI Device, Edge AI Device, Industry 4.0, Intelligent Camera, Intelligent Camera, Smart Transportation, Surveillance, Surveillance - Translation Priorities: Optional A good partnership is all about the added value. It highlights the strengths of each party, compensates for the weaker points and overall produces more value than what the two parties would produce individually. --- - Published: 2021-11-18 - Modified: 2024-11-05 - URL: https://hailo.ai/zh-hans/blog/play-to-win-how-hailo-and-nxp-create-efficient-embedded-ai-solutions/ - Categories: Automotive, Edge AI Developer, Edge AI Device, Industry 4.0, Intelligent Camera, Smart Transportation, Surveillance - Translation Priorities: 可选 A good partnership is all about the added value. It highlights the strengths of each party, compensates for the weaker points and overall produces more value than what the two parties would produce individually. --- - Published: 2021-11-18 - Modified: 2024-11-05 - URL: https://hailo.ai/ja/blog/play-to-win-how-hailo-and-nxp-create-efficient-embedded-ai-solutions/ - Categories: Automotive, Edge AI Developer, Edge AI Device, Industry 4.0, Intelligent Camera, Smart Transportation, Surveillance - Translation Priorities: 可选 A good partnership is all about the added value. It highlights the strengths of each party, compensates for the weaker points and overall produces more value than what the two parties would produce individually. --- > Hailo is revolutionizing ADAS sensing by integrating AI for enhanced efficiency. From sensor capabilities to real-world applications. - Published: 2021-10-27 - Modified: 2024-11-05 - URL: https://hailo.ai/blog/pairing-sensing-with-ai-for-efficient-adas/ - Categories: ADAS, AI Benchmarks, AI Hardware, Automotive, Object Detection - Translation Priorities: Optional --- > Hailo revolutioniert die ADAS-Sensorik durch die Integration von KI für mehr Effizienz. Von Sensorfunktionen bis hin zu realen Anwendungen. - Published: 2021-10-27 - Modified: 2024-06-13 - URL: https://hailo.ai/de/blog/pairing-sensing-with-ai-for-efficient-adas/ - Categories: ADAS, ADAS, AI Benchmarks, AI Hardware, AI Hardware, Automotive, Automotive, Object Detection - Translation Priorities: Optional --- - Published: 2021-10-27 - Modified: 2024-11-05 - URL: https://hailo.ai/zh-hans/blog/pairing-sensing-with-ai-for-efficient-adas/ - Categories: ADAS, AI Benchmarks, AI Hardware, Automotive, Object Detection - Translation Priorities: 可选 --- > Hailo is revolutionizing ADAS sensing by integrating AI for enhanced efficiency. From sensor capabilities to real-world applications. - Published: 2021-10-27 - Modified: 2024-11-05 - URL: https://hailo.ai/ja/blog/pairing-sensing-with-ai-for-efficient-adas/ - Categories: ADAS, AI Benchmarks, AI Hardware, Automotive, Object Detection - Translation Priorities: 可选 --- > Join Hailo CEO Orr Danon as he addresses five pivotal questions on Edge AI's impact, with insights on automotive autonomy, security, & more. - Published: 2021-09-22 - Modified: 2024-11-05 - URL: https://hailo.ai/blog/5-questions-on-the-edge-ai-with-hailo-ceo-orr-danon/ - Categories: AI Software, Edge AI Device, Intelligent Camera, Power Efficiency, Surveillance - Translation Priorities: Optional --- --- ## Resources - Published: 2023-07-31 - Modified: 2024-11-05 - URL: https://youtu.be/RtW1XLTum-A - Resource Industries: Security - Resource Types: Webinar --- - Published: 2023-07-31 - Modified: 2024-11-20 - URL: https://youtu.be/RtW1XLTum-A - Resource Industries: Security - Resource Types: Webinar --- - Published: 2023-07-31 - Modified: 2024-11-05 - URL: https://youtu.be/RtW1XLTum-A - Resource Industries: Security - Resource Types: Webinar --- - Published: 2023-07-31 - Modified: 2024-11-05 - URL: https://youtu.be/RtW1XLTum-A - Resource Industries: Security - Resource Types: Webinar --- - Published: 2023-03-26 - Modified: 2024-11-05 - URL: https://attendee.gotowebinar.com/register/8304429232497133069?source=Hailo+website - Resource Industries: Automotive - Resource Types: Webinar --- - Published: 2023-03-26 - Modified: 2024-11-20 - URL: https://attendee.gotowebinar.com/register/8304429232497133069?source=Hailo+website - Resource Industries: Automotive - Resource Types: Webinar --- - Published: 2023-03-26 - Modified: 2024-11-05 - URL: https://attendee.gotowebinar.com/register/8304429232497133069?source=Hailo+website - Resource Industries: Automotive - Resource Types: Webinar --- - Published: 2023-03-26 - Modified: 2024-11-05 - URL: https://attendee.gotowebinar.com/register/8304429232497133069?source=Hailo+website - 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URL: https://www.youtube.com/watch?v=jBlEXu5UOsY - Resource Industries: Automotive - Resource Types: Video --- - Published: 2021-08-26 - Modified: 2024-11-06 - URL: https://www.youtube.com/watch?v=jBlEXu5UOsY - Resource Industries: Automotive - Resource Types: Video --- > Hailo's Orr Danon Shares Lessons Learned from Deep Learning Application Deployments In Edge Devices - Published: 2021-05-21 - Modified: 2024-11-06 - URL: https://youtu.be/aAaCX9Zcx8o - Resource Types: Presentations --- > Hailo's Orr Danon Shares Lessons Learned from Deep Learning Application Deployments In Edge Devices - Published: 2021-05-21 - Modified: 2024-11-20 - URL: https://youtu.be/aAaCX9Zcx8o - Resource Types: Presentation --- > Hailo's Orr Danon Shares Lessons Learned from Deep Learning Application Deployments In Edge Devices - Published: 2021-05-21 - Modified: 2024-11-06 - URL: https://youtu.be/aAaCX9Zcx8o - Resource Types: Presentations --- > Hailo's Orr Danon Shares Lessons Learned from Deep Learning Application Deployments In Edge Devices - 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