Action Recognition on Ego4D
34.65Noun Top-1 AccHier-EgoPack
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Hier-EgoPackArchitecture=Temporal Graph2025.02 | 34.65 | 27.3 | — | — | — | |
| MTLTraining=Multi-Task Learning, Sharing=Hard parameter sharing2025.02 | 33.9 | 26.31 | — | — | — | |
| Task-TranslationBackbone=Frozen EgoVLP, Mechanism=EgoT2s cross-task translation2025.02 | 33.83 | 26.1 | — | — | — | |
| X-MICBackbone=CLIP ViT-B/16, Training Dataset=Ego4D2024.03 | 33.54 | 28.93 | — | — | — | |
| Vita-CLIPBackbone=CLIP ViT-B/16, Training Dataset=Ego4D2024.03 | 33.52 | 22.66 | — | — | — | |
| MTL + FTTraining=Multi-Task Learning, Protocol=Fine-Tuning2025.02 | 33.51 | 26.71 | — | — | — | |
| A5Backbone=CLIP ViT-B/16, Training Dataset=Ego4D2024.03 | 33.5 | 26.31 | — | — | — | |
| Single TaskArchitecture=Hierarchical GNN-based2025.02 | 33.5 | 26.93 | — | — | — | |
| MTL + HTTraining=Multi-Task Learning2025.02 | 33.2 | 26.07 | — | — | — | |
| EgoPack2025.02 | 31.1 | 25.1 | — | — | — | |
| CLIP-AdapterBackbone=CLIP ViT-B/16, Training Dataset=Ego4D2024.03 | 30 | 22.82 | — | — | — | |
| Co-CoOpBackbone=CLIP ViT-B/16, Training Dataset=Ego4D2024.03 | 29.85 | 21.31 | — | — | — | |
| CoOpBackbone=CLIP ViT-B/16, Training Dataset=Ego4D2024.03 | 29.23 | 22.57 | — | — | — | |
| CLIP-Adapter *Backbone=CLIP ViT-B/16, Training Dataset=Ego4D2024.03 | 29.18 | 27.32 | — | — | — | |
| EgoT2s2025.02 | 23.28 | 23.04 | — | — | — | |
| Ego4D Baselines2025.02 | 21.55 | 22.18 | — | — | — | |
| ZS CLIPBackbone=CLIP ViT-B/16, Training Dataset=Ego4D2024.03 | 5.89 | 2.18 | — | — | — | |
| Catch22+Zero-shot=true2026.02 | — | — | 43.97 | — | — | |
| Chronos2Zero-shot=true2026.02 | — | — | 47.42 | — | — | |
| COMODOTrain=EgoExo4D, Supervised fine-tuning on source=false2025.03 | — | — | 56.62 | 77.25 | 84.79 | |
| CrossHARTrain=EgoExo4D, Supervised fine-tuning on source=false2025.03 | — | — | 30.55 | 55.95 | 69.7 | |
| IMU2CLIPTrain=EgoExo4D, Supervised fine-tuning on source=false2025.03 | — | — | 51.75 | 74.44 | 83.05 | |
| MantisTrain=EgoExo4D, Supervised fine-tuning on source=true2025.03 | — | — | 52.58 | 75.55 | 83.83 | |
| Mantis+Zero-shot=true2026.02 | — | — | 52.73 | — | — | |
| MantisV2Zero-shot=true2026.02 | — | — | 52.58 | — | — | |
| MOMENTZero-shot=true2026.02 | — | — | 40.68 | — | — | |
| NuTimeZero-shot=true2026.02 | — | — | 51.08 | — | — | |
| TiConvNextZero-shot=true2026.02 | — | — | 19.07 | — | — | |
| TiRexZero-shot=true2026.02 | — | — | 50.37 | — | — | |
| TiViT-HZero-shot=true2026.02 | — | — | 19.12 | — | — |