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📖主题 FastVLM:高效视觉编码的视觉语言模型

🚩重点

• FastViTHD编码器输出更少tokens,编码时间显著降低
• 最小变体比LLaVA-OneVision-0.5B快85x,视觉编码器小3.4x
• 大型变体使用Qwen2-7B LLM,TTFT提升7.9x,超越Cambrian-1-8B

结论 推荐使用FastVLM进行高分辨率图像处理,适合移动设备应用,提供多种模型和详细训练指引。

🏷️标签 #机器学习 #视觉语言模型

🔗链接 https://github.com/apple/ml-fastvlm



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📖主题 FastVLM:高效视觉编码的视觉语言模型

🚩重点

• FastViTHD编码器输出更少tokens,编码时间显著降低
• 最小变体比LLaVA-OneVision-0.5B快85x,视觉编码器小3.4x
• 大型变体使用Qwen2-7B LLM,TTFT提升7.9x,超越Cambrian-1-8B

结论 推荐使用FastVLM进行高分辨率图像处理,适合移动设备应用,提供多种模型和详细训练指引。

🏷️标签 #机器学习 #视觉语言模型

🔗链接 https://github.com/apple/ml-fastvlm

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In 2018, Telegram’s audience reached 200 million people, with 500,000 new users joining the messenger every day. It was launched for iOS on 14 August 2013 and Android on 20 October 2013. Telegram desktop app: In the upper left corner, click the Menu icon (the one with three lines). Select “New Channel” from the drop-down menu. It’s easy to create a Telegram channel via desktop app or mobile app (for Android and iOS): Ng, who had pleaded not guilty to all charges, had been detained for more than 20 months. His channel was said to have contained around 120 messages and photos that incited others to vandalise pro-government shops and commit criminal damage targeting police stations. The public channel had more than 109,000 subscribers, Judge Hui said. Ng had the power to remove or amend the messages in the channel, but he “allowed them to exist.”
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