Action Recognition on HMDB51 (avg 3 splits)
85.1AccuracyPrevious SotA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Previous SotAModality=V2021.06 | 85.1 | — | |
| K400 Sup.Modality=V, Pre-Train Dataset=Kinetics-4002021.06 | 82.5 | — | |
| JMRN + PAA + TANClips used=142020.10 | 76.34 | — | |
| DenseClips used=242020.10 | 75.64 | — | |
| UniformClips used=142020.10 | 75.11 | — | |
| K400 Self-Sup.Modality=V, Pre-Train Dataset=Kinetics-4002021.06 | 75 | — | |
| MMVModality=V+A+T, Pre-Train Dataset=AS+HTM2021.06 | 75 | — | |
| EmpiricalClips used=142020.10 | 74.96 | — | |
| RandomClips used=142020.10 | 74.72 | — | |
| VIMPACModality=V, Pre-Train Dataset=HTM2021.06 | 65.9 | — | |
| PMI SamplerBackbone=X3D, Patch size=3x32023.04 | 65.5 | 88.1 | |
| MG SamplerBackbone=X3D2023.04 | 64.9 | 87.9 | |
| UniformBackbone=X3D2023.04 | 64.6 | 88.1 | |
| PMI SamplerBackbone=X3D, Patch size=7x72023.04 | 64.5 | 87.2 | |
| MIL-NCEModality=V+T, Pre-Train Dataset=HTM2021.06 | 61 | — |