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  1. README.md +3 -3
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@@ -455,8 +455,8 @@ See [evaluation/KC-MMBench/README.md](evaluation/KC-MMBench/README.md) for detai
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  <div align="center">
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- <img src="https://github.com/user-attachments/assets/83db5863-1227-435c-9e70-be8a18319a67" width="100%" alt="Kwai Keye Pretraining">
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- <i> A SlowFast video (generated by Kling) encoding demonstration: the Slow processes a smaller number of frames at higher resolution, while the Fast handles more frames at lower resolution.</i>
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  </div>
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@@ -505,4 +505,4 @@ If you find our work helpful for your research, please consider citing our work.
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  ## Acknowledgement
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- Kwai Keye-VL is developed based on the codebases of the following projects: [SigLIP](https://huggingface.co/google/siglip-so400m-patch14-384), [Qwen3](https://github.com/QwenLM/Qwen3), [Qwen2.5-VL](https://github.com/QwenLM/Qwen2.5-VL), [VLMEvalKit](https://github.com/open-compass/VLMEvalKit). We sincerely thank these projects for their outstanding work.
 
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+ <img src="asset/slowfast.png" width="100%" alt="Kwai Keye Pretraining">
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+ <i> A SlowFast video encoding demonstration: the Slow processes a smaller number of frames at higher resolution, while the Fast handles more frames at lower resolution.</i>
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  </div>
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  ## Acknowledgement
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+ Kwai Keye-VL is developed based on the codebases of the following projects: [SigLIP](https://huggingface.co/google/siglip-so400m-patch14-384), [Qwen3](https://github.com/QwenLM/Qwen3), [Qwen2.5-VL](https://github.com/QwenLM/Qwen2.5-VL), [VLMEvalKit](https://github.com/open-compass/VLMEvalKit). We sincerely thank these projects for their outstanding work.