audio/video 部分用的是Python库 av(用 Cython 封装好FFmpeg C/C++ API),极大的方便 Audio/Video/Bitstream 的上层应用例如 AI/MachinLearning调用. 当然还可以参考Python的 OpenCV / av 库封装其它的多模态内容接口; 实现全媒体覆盖(Article/Text/Image/Audio/Video/…) SpaCy: Industrial-Strength Natural Language...
Our method, VideoLLM-MoD, is inspired by mixture-of-depths LLMs and addresses the challenge of numerous vision tokens in long-term or streaming video. Specifically, for each transformer layer, we learn to skip the computation for a high proportion (e.g., 80\%) of vision tokens, passing ...
2024 Meeting of the Association for Computational Linguistics | August 2024 Publication 下载BibTex The use of generative AI in video game development is on the rise, and as the conversational and other capabilities of large language models continue to improve, we exp...
We identify that current Video-LLMs have limitations for fine-grained video understanding since they lack effective temporal modeling and timestamp representation. In light of this, we sharpen our model by incorporating (1) an additional temporal stream to encode the relationships between frames and ...
2) While mainstream video-based MLLMs typically initialize with an image-based MLLM (e.g., LLaVA) and then fine-tune using video instruction tuning, the study indicates that utilizing the widely adopted VideoInstruct-100K for video instruction tuning doesn't actually lead to better performance ...
S Kurakake,H Kuwano,K Odaka - 《Proc Is & T/spie Storage & Retrieval for Image & Video Databases V》 被引量: 49发表: 1997年 Building a Theory of Multi-Media CMC: An Analysis, Critique and Integration of Computer-Mediated Communication Theory and Research In order to provide directions fo...