Action Anticipation on Assembly101 (val)
12.07Recall@5 (Action, Overall)Action Anticipation with Goal Consistency (2 goals)
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Action Anticipation with Goal Consistency (2 goals)Protocol=Multi-view (M.V.), Params=+614.7K2023.06 | 12.07 | 28.38 | 60.14 | 10.81 | 7.68 | 23.64 | 27.78 | 59.63 | 53.87 | — | — | — | |
| Action Anticipation with Goal Consistency (1 goal)Protocol=Multi-view (M.V.), Params=+330.0K2023.06 | 11.29 | 27.66 | 58.4 | 9.69 | 6.71 | 23.32 | 26.84 | 58.17 | 52.59 | — | — | — | |
| Action Anticipation with Goal Consistency (2 goals)Protocol=Per-view (P.V.), Params=+614.7K2023.06 | 10.64 | 27.63 | 55.82 | — | — | — | — | — | — | — | — | — | |
| Action Anticipation with Goal Consistency (1 goal)Protocol=Per-view (P.V.), Params=+330.0K2023.06 | 10.39 | 27.5 | 54.59 | — | — | — | — | — | — | — | — | — | |
| No goalProtocol=Multi-view (M.V.), Params=207M2023.06 | 9.53 | 26.94 | 59.87 | 8.77 | 5 | 23.4 | 26.14 | 59.73 | 53.41 | — | — | — | |
| No goalProtocol=Per-view (P.V.), Params=207M2023.06 | 8.74 | 26.89 | 55.85 | — | — | — | — | — | — | — | — | — | |
| TempAggProtocol=Multi-view (M.V.), Params=207M2023.06 | 8.53 | 26.27 | 59.11 | 8.34 | 3.94 | 23 | 25.93 | 58.77 | 53.1 | — | — | — | |
| TempAggProtocol=Per-view (P.V.), Params=207M2023.06 | 8.19 | 25.59 | 54.61 | — | — | — | — | — | — | — | — | — | |
| AAGModalities=RGB-D, AH, # Input Frames=12026.01 | — | — | — | — | — | — | — | — | — | 13.46 | 32.87 | 9.8 | |
| AAG+Modalities=RGB-D, AH, # Input Frames=12026.01 | — | — | — | — | — | — | — | — | — | 13.14 | 32.28 | 13.02 | |
| AVTModalities=RGB, # Input Frames=102026.01 | — | — | — | — | — | — | — | — | — | 7.25 | 23.8 | 17.03 | |
| RULSTMModalities=RGB, # Input Frames=142026.01 | — | — | — | — | — | — | — | — | — | 5.95 | 21.28 | 1 | |
| TempAggModalities=RGB, # Input Frames=372026.01 | — | — | — | — | — | — | — | — | — | 11.43 | 34.16 | 9.07 | |
| VLMAHModalities=RGB, AH, # Input Frames=82026.01 | — | — | — | — | — | — | — | — | — | 9.17 | 27.63 | 25.13 |