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Transform Video as a Document with ChatGPT, CLIP, BLIP2, GRIT, Whisper, LangChain.

🎞 VLog: Video as a Long Document

Open in Spaces Tweet

Given a long video, we turn it into a doc containing visual + audio info. By sending this doc to ChatGPT, we can chat over the video!

vlog

News

  • 23/April/2023: We release Huggingface gradio demo!
  • 20/April/2023: We release our project on github and local gradio demo!

To Do List

Done

  • [x] LLM Reasoner: ChatGPT (multilingual) + LangChain
  • [x] Vision Captioner: BLIP2 + GRIT
  • [x] ASR Translator: Whisper (multilingual)
  • [x] Video Segmenter: KTS
  • [x] Huggingface Space

Doing

  • [ ] Optimize the codebase efficiency
  • [ ] Improve Vision Models: MiniGPT-4 / LLaVA, Family of Segment-anything
  • [ ] Improve ASR Translator for better alignment
  • [ ] Introduce Temporal dependency
  • [ ] Replace ChatGPT with own trained LLM

🧸 Examples

[ News - GPT4 launch event ]GPT4 launch event
[ TV series - εΎζœδΉ‹εŽεΌΊδΉ°η“œ ]εŽεΌΊδΉ°η“œ
[ TV series - The Big Bang Theory ]The Big Bang Theory
[ Travel video - Travel in Rome ]Travel in Rome
[ Vlog - Basketball training ]Basketball training

πŸ”¨ Preparation

Please find installation instructions in install.md.

🌟 Start here

Run in cmd

python main.py --video_path examples/buy_watermelon.mp4 --openai_api_key xxxxx

The generated video document will be generated and saved in examples/buy_watermelon.log

Run in Gradio

python main_gradio.py --openai_api_key xxxxx

πŸ™‹ Suggestion

Stay tuned for our project πŸ”₯

If you have more suggestions or functions need to be implemented in this codebase, feel free to drop us an email [email protected], [email protected] or open an issue.

😊 Acknowledgment

This work is based on ChatGPT, BLIP2, GRIT, KTS, Whisper, LangChain, Image2Paragraph.