Long Term Anticipation on Ego4D (test)
0.656Verb EDPALM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PALMVersion=v1, Approach=LLM-based2025.02 | 0.656 | 0.64 | 0.861 | |
| AntGPTVersion=v1, Approach=LLM-based2025.02 | 0.658 | 0.655 | 0.881 | |
| EgoPackVersion=v1, Approach=Vision-based2025.02 | 0.721 | 0.735 | 0.925 | |
| EgoT2Version=v1, Approach=Vision-based2025.02 | 0.722 | 0.764 | 0.935 | |
| HierVL-Avgforecast_horizon=20 actions, pooling=Average2023.01 | 0.7223 | 0.7527 | 0.9401 | |
| HierVL-SAforecast_horizon=20 actions, pooling=Summary-Attention2023.01 | 0.7239 | 0.7349 | 0.9275 | |
| HierVLVersion=v1, Approach=Vision-based2025.02 | 0.724 | 0.735 | 0.928 | |
| Hier-EgoPackVersion=v1, Approach=Vision-based2025.02 | 0.726 | 0.716 | 0.924 | |
| Ego4D baselineforecast_horizon=20 actions2023.01 | 0.7389 | 0.78 | 0.9432 | |
| Robovisionforecast_horizon=20 actions2023.01 | 0.7389 | 0.7688 | 0.9412 | |
| SlowFastVersion=v1, Approach=Vision-based2025.02 | 0.739 | 0.78 | 0.943 | |
| I-CVAEVersion=v1, Approach=Vision-based2025.02 | 0.741 | 0.74 | 0.93 | |
| I-CVAEforecast_horizon=20 actions2023.01 | 0.7526 | 0.7489 | 0.9308 | |
| HierVL-w/o Hierforecast_horizon=20 actions, hierarchy=none2023.01 | 0.7691 | 0.7454 | 0.9451 |