| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Recognition | Epic-Kitchens 100 (test) | Top-1 Verb Acc73.8 | 101 | |
| Action anticipation | EPIC-Kitchens-100 (test) | Overall Action Top-5 Recall27.6 | 59 | |
| Action Anticipation | EPIC-KITCHENS unseen S2 (test) | Top-1 Acc (Verb)41.41 | 47 | |
| Action Recognition | EPIC-Kitchens (val) | Verb Top-1 Acc77.1 | 36 | |
| Action Anticipation | Epic-Kitchens-100 (val) | mCR@5 (Overall Verb)52.54 | 33 | |
| Early Action Recognition | EPIC-KITCHENS (val) | Top-1 Accuracy34.07 | 32 | |
| Action Recognition | EPIC-Kitchens v1 (test s2 (unseen)) | Actions Top-1 Acc29.6 | 32 | |
| Open-set Unsupervised Video Domain Adaptation | Epic-Kitchens | Average Performance67.19 | 31 | |
| Action Recognition | EPIC-Kitchens s1 (seen) v1 (test) | Actions Top-1 Accuracy41.4 | 29 | |
| Action Anticipation | EPIC-KITCHENS seen S1 (test) | Top-1 Acc (Verb)51.56 | 27 | |
| Action Recognition | Epic Kitchens 100 | Top-1 Acc48 | 26 | |
| Action Recognition | Epic-Kitchens (test) | Average Score63.24 | 25 | |
| Video Action Recognition | Epic-Kitchens 100 (test) | Top-1 Action Accuracy46.1 | 24 | |
| Egocentric Action Anticipation | EPIC-Kitchens-55 S1 - Seen (test) | Top-1 Acc (Verb)37.87 | 24 | |
| Verb Recognition | Epic-Kitchens (EK) | Top-1 Acc53.02 | 22 | |
| Video Classification | EPIC-Kitchens DG | D1->D2 Accuracy40.5 | 22 | |
| Action Classification | Epic-Kitchens-100 | Top-1 Verb Accuracy72.2 | 22 | |
| Action Localization | Epic-Kitchens-100 | mAP@0.132.08 | 22 | |
| Grasping | Epic-Kitchens (Held-out Rare Objects) | Success Rate53 | 20 | |
| Multi-Instance Retrieval | EPIC-KITCHENS-100 | mAP (Avg)45 | 19 | |
| Temporal Action Localization (Verb) | EPIC-Kitchens 100 (val) | mAP@0.133.1 | 19 | |
| Noun Recognition | Epic-Kitchens (EK) | Top-1 Acc44.07 | 17 | |
| Temporal Action Localization (Noun) | EPIC-Kitchens 100 (val) | mAP@0.132.4 | 17 | |
| Egocentric Action Anticipation | EPIC-KITCHENS (val) | Top-5 Action Accuracy @ 1.0s35.6 | 17 | |
| Action Recognition | EPIC-KITCHENS 1 (S1 Seen kitchens) | Top-1 Accuracy (Verb)66.7 | 17 |