Papers › An Image is Worth 16x16 Words, What is a Video Worth?
An Image is Worth 16x16 Words, What is a Video Worth?
Gilad Sharir, Asaf Noy, Lihi Zelnik-Manor
Leading methods in the domain of action recognition try to distill information from both the spatial and temporal dimensions of an input video. Methods that reach State of the Art (SotA) accuracy, usually make use of 3D convolution layers as a way to abstract the temporal information from video frames. The use of such convolutions requires sampling short clips from the input video, where each clip is a collection of closely sampled frames. Since each short clip covers a small fraction of an input video, multiple clips are sampled at inference in order to cover the whole temporal length of the video. This leads to increased computational load and is impractical for real-world applications. We address the computational bottleneck by significantly reducing the number of frames required for inference. Our approach relies on a temporal transformer that applies global attention over video frames, and thus better exploits the salient information in each frame. Therefore our approach is very input efficient, and can achieve SotA results (on Kinetics dataset) with a fraction of the data (frames per video), computation and latency. Specifically on Kinetics-400, we reach $80.5$ top-1 accuracy with ×30 less frames per video, and ×40 faster inference than the current leading method. Code is available at: https://github.com/Alibaba-MIIL/STAM
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49e68764c5d58f0a · report
Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Action Classification | Kinetics-400 | STAM (64 Frames) | Acc@1 | 80.5 | #99 of 207 | Archive leaderboard | report |
| Action Classification | Kinetics-400 | STAM (64 Frames) | FLOPs (G) x views | 1040x1 | #99 of 207 | Archive leaderboard | report |
| Action Classification | Kinetics-400 | STAM (16 Frames) | Acc@1 | 79.3 | #114 of 207 | Archive leaderboard | report |
| Action Classification | Kinetics-400 | STAM (16 Frames) | FLOPs (G) x views | 270x1 | #114 of 207 | Archive leaderboard | report |
| Action Recognition | UCF101 | STAM-32 (ImageNet/Kinetics pretraining) | 3-fold Accuracy | 97 | #28 of 91 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
Methods
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