这项研究跳出了先有传统视觉 backbone，再接语言模型的常规路径，直接从text-only LLM初始化vision encoder。 可一旦任务变成文档阅读、图表理解、细粒度描述、多图关系判断，甚至长视频里的时间定位，模型真正需要保住的，恰恰是那些不该太早被抹平的局部结构、空间关系和时序细节。

In a win for not stressing out, Blackmagic Design has announced that its latest Blackmagic Streaming (4.2.2) update is here, ...

It’s easy to treat optical encoders as “black boxes” that need minimal consideration before they are installed to translate rotary motion into position or velocity feedback signals for a motion ...

Today, being recognized as a China Best Video Encoder Exporter requires more than just technical specifications like 4K ...

Encoders are widely used in the motion control and automation industry to monitor the position and speed of motors. This information can be used by the motion control electronics to detect if the ...

The global surge in high-definition video consumption, real-time remote collaboration, and IoT-integrated surveillance has placed unprecedented pressure on network infrastructures. At the heart of ...

As you may have noticed, I’ve been working with an STM32 ARM CPU using Mbed. There was a time when Mbed was pretty simple, but a lot has changed since it has morphed into Mbed OS. Unfortunately, that ...