Long-term action anticipation on Ego4D v1 (test)
0.679ED@Z=20 VerbPlausiVL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PlausiVL2024.05 | 0.679 | 0.681 | — | |
| AntGPT2024.05 | 0.7 | 0.717 | — | |
| Video LLaMA2024.05 | 0.703 | 0.721 | — | |
| MViT2022.09 | 0.707 | 0.901 | — | |
| Video+CLIP2024.05 | 0.715 | 0.748 | — | |
| EgoPackPre-trained on Ego4D=false, Trained on pre-extracted features=true2024.03 | 0.721 | 0.735 | 0.925 | |
| Video LLM2024.05 | 0.721 | 0.725 | — | |
| EgoT2Pre-trained on Ego4D=false, Trained on pre-extracted features=false2024.03 | 0.722 | 0.764 | 0.935 | |
| HierVL2024.05 | 0.723 | 0.734 | — | |
| HierVLPre-trained on Ego4D=true, Trained on pre-extracted features=false2024.03 | 0.724 | 0.735 | 0.928 | |
| EgoPackTrained on frozen features=true2024.03 | 0.728 | 0.752 | — | |
| EgoT2sTrained on frozen features=false2024.03 | 0.731 | 0.769 | — | |
| SlowFastPre-trained on Ego4D=false, Trained on pre-extracted features=false2024.03 | 0.739 | 0.78 | 0.942 | |
| Multi-Task LearningTrained on frozen features=true2024.03 | 0.74 | 0.746 | — | |
| Task Translation+Trained on frozen features=true2024.03 | 0.74 | 0.756 | — | |
| I-CVAEPre-trained on Ego4D=false, Trained on pre-extracted features=true2024.03 | 0.741 | 0.74 | 0.93 | |
| ICVAE2024.05 | 0.741 | 0.739 | — | |
| SlowFast2024.05 | 0.745 | 0.779 | — | |
| SlowFast2022.09 | 0.747 | 0.808 | — | |
| Ego4D BaselinesTrained on frozen features=false2024.03 | 0.748 | 0.789 | — | |
| Temporal GraphTrained on frozen features=true2024.03 | 0.754 | 0.752 | — | |
| RepLAILAVC=true, LASTC=true, MoI=true, AVC Pretraining=true2022.09 | 0.755 | 0.834 | — | |
| RepLAI2024.05 | 0.755 | 0.834 | — | |
| RepLAI (scratch)LAVC=true, LASTC=true, MoI=true, AVC Pretraining=false2022.09 | 0.76 | 0.84 | — | |
| MLPTrained on frozen features=true2024.03 | 0.763 | 0.742 | — | |
| RepLAI w/o AStCLAVC=true, LASTC=false, MoI=true, AVC Pretraining=true2022.09 | 0.774 | 0.853 | — | |
| RepLAI w/o AVCLAVC=false, LASTC=true, MoI=true, AVC Pretraining=true2022.09 | 0.781 | 0.854 | — | |
| RepLAI w/o MoILAVC=true, LASTC=true, MoI=false, AVC Pretraining=true2022.09 | 0.792 | 0.868 | — | |
| AVIDLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.09 | 0.811 | 0.919 | — | |
| XDCLAVC=false, LASTC=false, MoI=false, AVC Pretraining=true2022.09 | 0.823 | 0.928 | — | |
| RandomLAVC=false, LASTC=false, MoI=false, AVC Pretraining=false2022.09 | 0.831 | 0.936 | — |