Beyond Raw Videos: Understanding Edited Videos with Large Multimodal Model:
@article{xu2024beyond,
title={Beyond Raw Videos: Understanding Edited Videos with Large Multimodal Model},
author={Xu, Lu and Zhu, Sijie and Li, Chunyuan and Kuo, Chia-Wen and Chen, Fan and Wang, Xinyao and Chen, Guang and Du, Dawei and Yuan, Ye and Wen, Longyin},
journal={arXiv preprint arXiv:2406.10484},
year={2024}
}
Funny/Meme/Game videos can be downloaded from TikTok publicly. In each test sample of the test_qa json, the video_name
field is defined in <tiktok_video_id>.mp4
format. To form the public URL of the corresponding video, simply concatenate as
https://www.tiktok.com/@default/video/<tiktok_video_id>
To download in batch, you can first install the download tool following tiktok-downloader, then run download_tt.sh.
Videos of "Effect" category can be downloaded from Google Drive
We provide an example python script for evaluating model predictions on EditVid-QA in MSVD-QA style. For example, you can evaluate by
python3 eval_editvid_qa.py \
--pred_path <your directory to predictions> \
--output_dir <directory for storing judge results> \
--output_json <path to save aggregated result json> \
--num_tasks <number of parallel tasks> \
--num_chunks <num of splits> \
--use_gpt4 <True/False> \
--api_key <Your OpenAI key> \
--api_base <OpenAI api_base> | tee <path to save evaluation log>
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