| # Data Preparation for FineAction-1.3 |
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| ## Download Annotations |
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| You can download the annotation by |
| ```bash |
| bash download_annotation.sh |
| ``` |
| The annotation should be in `data/fineaction/annotations/`. |
|
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|
|
| ## Download Pre-extracted Features |
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| Please put the downloaded feature under the path: `data/fineaction/features/`. |
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| We provide the following pre-extracted features: |
|
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| | Feature | Url | Backbone | Feature Extraction Setting | |
| | :-------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------: | :----------------------: | :-------------------------------------------------: | |
| | videomae_h | [InternVideo Repo](https://github.com/OpenGVLab/InternVideo/tree/main/Downstream/Temporal-Action-Localization#to-reproduce-our-results-of-internvideo) | VideoMAE-H-K700-16x4x1 | snippet_stride=16, clip_length=16, frame_interval=1 | |
| | videomaev2_g | [VideoMAEv2 Repo](https://github.com/OpenGVLab/VideoMAEv2/blob/master/docs/TAD.md) | VideoMAEv2-g-K710-16x4x1 | snippet_stride=16, clip_length=16, frame_interval=1 | |
| | internvideo2_1b | [Official Repo](https://github.com/OpenGVLab/video-mamba-suite/blob/main/video-mamba-suite/temporal-action-localization/README.md) | InternVideo2-6B | snippet_stride=4, clip_length=16, frame_interval=1 | |
|
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| ## Download Raw Videos |
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| Please put the downloaded video under the path: `data/fineaction/raw_data/`. |
|
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| You can download the raw video from [official website](https://github.com/Richard-61/FineAction). |
|
|
| ## Citation |
|
|
| ```BibTeX |
| @article{liu2022fineaction, |
| title={Fineaction: A fine-grained video dataset for temporal action localization}, |
| author={Liu, Yi and Wang, Limin and Wang, Yali and Ma, Xiao and Qiao, Yu}, |
| journal={IEEE Transactions on Image Processing}, |
| year={2022}, |
| publisher={IEEE} |
| } |
| ``` |