Action Anticipation on UTKinects
39.54MoC AccuracyGTAN
Evaluation Results
| Method | Links | |
|---|---|---|
| GTANInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.32025.11 | 39.54 | |
| R3DInput modality=Multi, Observation rate (alpha)=0.2, Prediction rate (beta)=0.12025.11 | 38.96 | |
| R3DInput modality=Multi, Observation rate (alpha)=0.2, Prediction rate (beta)=0.22025.11 | 37.68 | |
| R3DInput modality=Multi, Observation rate (alpha)=0.2, Prediction rate (beta)=0.32025.11 | 37.16 | |
| R3DInput modality=Multi, Observation rate (alpha)=0.3, Prediction rate (beta)=0.32025.11 | 36.03 | |
| R3DInput modality=Multi, Observation rate (alpha)=0.2, Prediction rate (beta)=0.52025.11 | 35.95 | |
| GTANInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.22025.11 | 35.71 | |
| R3DInput modality=Multi, Observation rate (alpha)=0.3, Prediction rate (beta)=0.12025.11 | 34.8 | |
| GTANInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.12025.11 | 34.38 | |
| GTANInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.52025.11 | 34.17 | |
| R3DInput modality=Multi, Observation rate (alpha)=0.3, Prediction rate (beta)=0.22025.11 | 32.51 | |
| GTANInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.22025.11 | 32.36 | |
| FUTRInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.12025.11 | 29.63 | |
| R3DInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.12025.11 | 29.63 | |
| GTANInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.12025.11 | 28.27 | |
| GTANInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.32025.11 | 27.22 | |
| R3DInput modality=Multi, Observation rate (alpha)=0.3, Prediction rate (beta)=0.52025.11 | 26.98 | |
| CNNInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.12025.11 | 25 | |
| AFFTInput modality=Multi, Observation rate (alpha)=0.2, Prediction rate (beta)=0.12025.11 | 25 | |
| RNNInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.12025.11 | 24.42 | |
| GTANInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.52025.11 | 21.16 | |
| FUTRInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.22025.11 | 20.75 | |
| R3DInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.22025.11 | 20.75 | |
| FUTRInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.32025.11 | 20.53 | |
| R3DInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.32025.11 | 20.53 | |
| FUTRInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.22025.11 | 16.9 | |
| R3DInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.22025.11 | 16.9 | |
| CNNInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.22025.11 | 16.67 | |
| AFFTInput modality=Multi, Observation rate (alpha)=0.2, Prediction rate (beta)=0.22025.11 | 16.67 | |
| AFFTInput modality=Multi, Observation rate (alpha)=0.2, Prediction rate (beta)=0.32025.11 | 16.67 | |
| AFFTInput modality=Multi, Observation rate (alpha)=0.3, Prediction rate (beta)=0.12025.11 | 16.67 | |
| AFFTInput modality=Multi, Observation rate (alpha)=0.3, Prediction rate (beta)=0.22025.11 | 16.67 | |
| CNNInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.22025.11 | 16.6 | |
| FUTRInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.52025.11 | 16.48 | |
| R3DInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.52025.11 | 16.48 | |
| FUTRInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.12025.11 | 16.46 | |
| R3DInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.12025.11 | 16.46 | |
| RNNInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.32025.11 | 15.92 | |
| RNNInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.22025.11 | 15.37 | |
| RNNInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.12025.11 | 15.22 | |
| RNNInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.22025.11 | 15.19 | |
| CNNInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.12025.11 | 15.1 | |
| CNNInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.32025.11 | 14.79 | |
| FUTRInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.32025.11 | 14.31 | |
| R3DInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.32025.11 | 14.31 | |
| CNNInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.32025.11 | 14.29 | |
| AFFTInput modality=Multi, Observation rate (alpha)=0.3, Prediction rate (beta)=0.32025.11 | 14.29 | |
| RNNInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.32025.11 | 13.12 | |
| AFFTInput modality=Multi, Observation rate (alpha)=0.2, Prediction rate (beta)=0.52025.11 | 12.5 | |
| RNNInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.52025.11 | 11.1 | |
| CNNInput modality=Uni, Observation rate (alpha)=0.2, Prediction rate (beta)=0.52025.11 | 11.07 | |
| AFFTInput modality=Multi, Observation rate (alpha)=0.3, Prediction rate (beta)=0.52025.11 | 10 | |
| FUTRInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.52025.11 | 9.95 | |
| R3DInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.52025.11 | 9.95 | |
| RNNInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.52025.11 | 9.89 | |
| CNNInput modality=Uni, Observation rate (alpha)=0.3, Prediction rate (beta)=0.52025.11 | 8.08 |