Data Preparation for THUMOS14

Download Annotations

You can download the annotation by

bash download_annotation.sh

The annotation should be in data/thumos-14/annotations/.

Following previous work such as G-TAD/VSGN, two videos are removed from the THUMOS14 validation set. (video_test_0000270 due to wrong annotations, video_test_0001292 due to empty annotations). Therefore, there are total 211 videos left in test subset. In this codebase, we use this annotation file to conduct all THUMOS-related experiments for a fair comparison.

Download Pre-extracted Features

Please put the downloaded feature under the path: data/thumos-14/features/.

We provide the following pre-extracted features for THUMOS14:

Feature	Url	Backbone	Feature Extraction Setting
i3d	Google Drive	I3D (two stream)	snippet_stride=4, extracted by ActionFormer
tsn	Google Drive	TSN (two stream)	snippet_stride=1, extracted by G-TAD
slowfast_r50	Google Drive	SlowFast-R50-8x8x1	snippet_stride=4, clip_length=32, frame_interval=1
slowfast_r101	Google Drive	SlowFast-R101-8x8x1	snippet_stride=4, clip_length=32, frame_interval=1
videomae_b	Google Drive	VideoMAE-B-16x4x1	snippet_stride=4, clip_length=16, frame_interval=1
videomae_l	Google Drive	VideoMAE-L-16x4x1	snippet_stride=4, clip_length=16, frame_interval=1
videomae_h	InternVideo Repo	VideoMAE-H-K700-16x4x1	snippet_stride=4, clip_length=16, frame_interval=1
videomaev2_g	Google Drive	VideoMAEv2-g-K710-16x4x1	snippet_stride=4, clip_length=16, frame_interval=1
internvideo2_6b	Official Repo	InternVideo2-6B	snippet_stride=4, clip_length=16, frame_interval=1

Download Raw Videos

Please put the downloaded video under the path: data/thumos-14/raw_data/.

You can download the raw video from official website, or download from this Google Drive.

Citation

@misc{THUMOS14,
    author = {Jiang, Y.-G. and Liu, J. and Roshan Zamir, A. and Toderici, G. and Laptev,
    I. and Shah, M. and Sukthankar, R.},
    title = {{THUMOS} Challenge: Action Recognition with a Large
    Number of Classes},
    howpublished = "\url{http://crcv.ucf.edu/THUMOS14/}",
    Year = {2014}
}