Datasets:
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README.md
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Videos in TVBench are sourced from Perception Test, CLEVRER, STAR, MoVQA, Charades-STA, NTU RGB+D, FunQA and CSV. All videos are included in this repository, except for those from NTU RGB+D, which can be downloaded from the official [website](https://rose1.ntu.edu.sg/dataset/actionRecognition/). It is not necessary to download the full dataset, as NTU RGB+D provides a subset specifically for TVBench with the required videos. These videos are required by th Action Antonym task and should be stored in the `video/action_antonym` folder.
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## Leaderboard
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https://paperswithcode.com/sota/video-question-answering-on-tvbench
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# Citation
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If you find this benchmark useful, please consider citing:
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author
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title
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}
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```
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Videos in TVBench are sourced from Perception Test, CLEVRER, STAR, MoVQA, Charades-STA, NTU RGB+D, FunQA and CSV. All videos are included in this repository, except for those from NTU RGB+D, which can be downloaded from the official [website](https://rose1.ntu.edu.sg/dataset/actionRecognition/). It is not necessary to download the full dataset, as NTU RGB+D provides a subset specifically for TVBench with the required videos. These videos are required by th Action Antonym task and should be stored in the `video/action_antonym` folder.
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# Citation
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If you find this benchmark useful, please consider citing:
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```
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@inproceedings{Cores_2025_BMVC,
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author = {Daniel Cores and Michael Dorkenwald and Manuel Mucientes and Cees G. M. Snoek and Yuki M Asano},
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title = {Lost in Time: A New Temporal Benchmark for VideoLLMs},
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booktitle = {36th British Machine Vision Conference 2025, {BMVC} 2025, Sheffield, UK, November 24-27, 2025},
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publisher = {BMVA},
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year = {2025},
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url = {https://bmva-archive.org.uk/bmvc/2025/assets/papers/Paper_857/paper.pdf}
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}
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```
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