| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Recognition | HMDB51 | Top-1 Acc44.75 | 30 | |
| Zero-Shot Action Recognition | HMDB51 (test) | Accuracy59 | 25 | |
| Action Classification | HMDB51 1.0 (fine-tuned) | Accuracy72.8 | 16 | |
| Action Recognition | HMDB51 (40% labels) | Accuracy42.1 | 13 | |
| Video Recognition | HMDB51 (Evaluation Protocol 2) | Accuracy64 | 12 | |
| Video Recognition | HMDB51 v1 (test) | Accuracy79.7 | 11 | |
| Unsupervised Video Class-Incremental Learning | HMDB51 (average of three splits) | Avg Accuracy38.64 | 9 | |
| Action Retrieval | HMDB51 (split-1) | Recall@130.8 | 8 | |
| Class-incremental action recognition | HMDB51 1 x 25 stages | CNN Accuracy42.65 | 7 | |
| Action Recognition | HMDB51 (full) | Top-1 Accuracy82.7 | 7 | |
| Action Recognition | HMDB51 | CNN Accuracy (5-way)47.54 | 7 | |
| Few-Shot Action Recognition | HMDB51 | Accuracy84.7 | 4 | |
| Action Recognition | HMDB51 (12-39) | Accuracy40.19 | 3 | |
| Video Classification | HMDB51 v1 (test) | Accuracy59.1 | 2 | |
| Skeleton Action Recognition | HMDB51 2D Skeleton | Top-1 Accuracy69.4 | 2 | |
| Action recognition | HMDB51 (Even) | Accuracy24.5 | 2 | |
| Action recognition | HMDB51 (Odd) | Accuracy15 | 2 |