| action-classification-on-charades | AdaFocus (weak supervision, MViT-B-24, 32x3) | – | MAP: 47.8 |
| action-classification-on-charades | AdaFocus (weak supervision, MViT-B-K400-pretrain, 16x4) | – | MAP: 41.4 |
| action-classification-on-charades | AdaFocus (weak supervision, Slowfast-R50, 16x8) | – | MAP: 39.3 |
| action-classification-on-charades | AdaFocus (weak supervision, X3D-L, 32x3) | – | MAP: 41.2 |
| action-segmentation-on-breakfast-1 | AdaFocus (newly extracted I3D-features, LT-Context model) | – | Average F1: 76.2F1@50%: 67.5F1@25%: 79.0F1@10%: 82.1Edit: 78.3… |
| long-video-activity-recognition-on-breakfast | AdaFocus (I3D-Breakfast-Pretrain-feature, GHRM) | – | mAP: 69.6 |
| long-video-activity-recognition-on-breakfast | AdaFocus (I3D-Breakfast-Pretrain-feature, Timeception) | – | mAP: 70.4 |
| long-video-activity-recognition-on-breakfast | AdaFocus (MViT-Breakfast-Pretrain-feature, GHRM) | – | mAP: 79.5 |
| long-video-activity-recognition-on-breakfast | AdaFocus (MViT-Breakfast-Pretrain-feature, Timeception) | – | mAP: 79.2 |
| temporal-sentence-grounding-on-charades-sta | AdaFocus (Full, I3D-Charades-Pretrain-feature, MMN model) | – | R1@0.7: 35.6R1@0.5: 56.7R5@0.7: 65.0R5@0.5: 87.9 |
| temporal-sentence-grounding-on-charades-sta | AdaFocus (Full, MViT-Charades-Pretrain-feature, MMN model) | – | R1@0.7: 38.6R1@0.5: 62.4R5@0.7: 66.4R5@0.5: 89.4 |
| temporal-sentence-grounding-on-charades-sta | AdaFocus (Semi-weak, I3D-Charades-Pretrain-feature, D3G model) | – | R1@0.7: 21.1R1@0.5: 46.9R5@0.7: 49.2R5@0.5: 79.3 |
| temporal-sentence-grounding-on-charades-sta | AdaFocus (Semi-weak, MViT-Charades-Pretrain-feature, D3G model) | – | R1@0.7: 21.8R1@0.5: 50.1R5@0.7: 54.6R5@0.5: 86.1 |
| temporal-sentence-grounding-on-charades-sta | AdaFocus (Weak, I3D-Charades-Pretrain-feature, CPL model) | – | R1@0.7: 22.4R1@0.5: 49.1R5@0.7: 51.8R5@0.5: 84.2 |
| temporal-sentence-grounding-on-charades-sta | AdaFocus (Weak, MViT-Charades-Pretrain-feature, CPL model) | – | R1@0.7: 23.2R1@0.5: 51.7R5@0.7: 52.6R5@0.5: 85.2 |