Action Recognition on HMDB51 (5-way accuracy)
47.54CNN Accuracy (5-way)FrameMaker
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FrameMakerBackbone=ResNet-50 TSM, Pre-training=ImageNet [8]2022.11 | 47.54 | — | 51.12 | |
| TCDBackbone=ResNet-50 TSM, Pre-training=ImageNet [8]2022.11 | 45.34 | — | 50.36 | |
| UCIRBackbone=ResNet-50 TSM, Pre-training=ImageNet [8]2022.11 | 44.9 | — | 46.53 | |
| PODNetBackbone=ResNet-50 TSM, Pre-training=ImageNet [8]2022.11 | 44.32 | — | 48.78 | |
| LwMBackbone=ResNet-50 TSM, Pre-training=ImageNet [8]2022.11 | 26.97 | — | — | |
| LwFMCBackbone=ResNet-50 TSM, Pre-training=ImageNet [8]2022.11 | 26.82 | — | — | |
| FinetuningBackbone=ResNet-50 TSM, Pre-training=ImageNet [8]2022.11 | 16.82 | — | — | |
| ARNShots=1-shot2020.01 | — | 44.6 | — | |
| ARNShots=5-shot2020.01 | — | 59.1 | — | |
| GenAppShots=5-shot2020.01 | — | 52.5 | — | |
| iCaRLBackbone=ResNet-50 TSM, Pre-training=ImageNet [8]2022.11 | — | — | 40.09 | |
| ProtoGANShots=1-shot2020.01 | — | 34.7 | — | |
| ProtoGANShots=5-shot2020.01 | — | 54 | — |