State change classification on Ego4D v1 (test)
75AccuracyEgoT2 (EgoVLP)
Evaluation Results
| Method | Links | |
|---|---|---|
| EgoT2 (EgoVLP)Pre-trained on Ego4D=false, Trained on pre-extracted features=false2024.03 | 75 | |
| EgoVLPPre-trained on Ego4D=true, Trained on pre-extracted features=false2024.03 | 74 | |
| EgoT2sTrained on frozen features=false2024.03 | 72.69 | |
| EgoPack (SlowFast)Pre-trained on Ego4D=false, Trained on pre-extracted features=true2024.03 | 72.1 | |
| EgoPackTrained on frozen features=true2024.03 | 71.83 | |
| Task Translation+Trained on frozen features=true2024.03 | 71.48 | |
| Temporal GraphTrained on frozen features=true2024.03 | 71.26 | |
| Multi-Task LearningTrained on frozen features=true2024.03 | 71.1 | |
| EgoT2 (I3D)Pre-trained on Ego4D=false, Trained on pre-extracted features=false2024.03 | 71 | |
| MLPTrained on frozen features=true2024.03 | 70.47 | |
| I3D-ResNet-502022.09 | 68.7 | |
| Ego4D BaselinesTrained on frozen features=false2024.03 | 68.22 | |
| I3D RN-50Pre-trained on Ego4D=false, Trained on pre-extracted features=false2024.03 | 67.6 | |
| RepLAILAVC=true, LASTC=true, MoI=true, AVC Pretraining=true2022.09 | 66.3 | |
| RepLAI (scratch)LAVC=true, LASTC=true, MoI=true, AVC Pretraining=false2022.09 | 66.2 | |
| RepLAI w/o AVCLAVC=false, LASTC=true, MoI=true, AVC Pretraining=true2022.09 | 64 | |
| RepLAI w/o AStCLAVC=true, LASTC=false, MoI=true, AVC Pretraining=true2022.09 | 63.6 | |
| RepLAI w/o MoILAVC=true, LASTC=true, MoI=false, AVC Pretraining=true2022.09 | 62.9 | |
| AVIDLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.09 | 61.11 | |
| XDCLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.09 | 58.9 | |
| RandomLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.09 | 51.8 | |
| RepLAILAVC=true, LASTC=true, MoI=true, AVC Pretraining=true2022.09 | 0.668 | |
| RepLAI (scratch)LAVC=true, LASTC=true, MoI=true, AVC Pretraining=false2022.09 | 0.663 | |
| RepLAI w/o AVCLAVC=false, LASTC=true, MoI=true, AVC Pretraining=true2022.09 | 0.646 | |
| RepLAI w/o AStCLAVC=true, LASTC=false, MoI=true, AVC Pretraining=true2022.09 | 0.644 | |
| RepLAI w/o MoILAVC=true, LASTC=true, MoI=false, AVC Pretraining=true2022.09 | 0.641 | |
| AVIDLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.09 | 0.613 | |
| XDCLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.09 | 0.577 | |
| RandomLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.09 | 0.529 |