Video Classification on Charades
59.8mAPAssembleNet++ 50
Evaluation Results
| Method | Links | |
|---|---|---|
| AssembleNet++ 50Pre-training=None2020.08 | 59.8 | |
| AssembleNet-101Pre-training=Kinetics2020.08 | 58.6 | |
| AssembleNet-50Pre-training=Kinetics2020.08 | 56.6 | |
| AssembleNet++ 50 without objectPre-training=None2020.08 | 54.98 | |
| AssembleNet-50Pre-training=MiT2020.08 | 53 | |
| Two-stream (2+1)D ResNet-101Pre-training=Kinetics2020.08 | 50.6 | |
| En-VidTr-LInput=32 x 22021.04 | 47.3 | |
| AssembleNet-50Pre-training=None2020.08 | 47.2 | |
| SlowFast-101Pre-training=Kinetics, Modality=RGB+RGB2020.08 | 45.2 | |
| SF101-NLInput=64 x 22021.04 | 45.2 | |
| SGFB-101Pre-training=Kinetics, Modality=RGB-only2020.08 | 44.3 | |
| VidTr-LInput=32 x 22021.04 | 43.5 | |
| LFB-101Pre-training=Kinetics, Modality=RGB-only2020.08 | 42.5 | |
| STRGPre-training=Kinetics, Modality=RGB-only2020.08 | 39.7 | |
| EvaNetPre-training=Kinetics, Modality=RGB-only2020.08 | 38.1 | |
| I3D + Non-localPre-training=Kinetics, Modality=RGB-only2020.08 | 37.5 | |
| I3D from [48]Pre-training=Kinetics, Modality=RGB-only2020.08 | 35.5 | |
| I3DPre-training=Kinetics, Modality=RGB-only2020.08 | 32.9 | |
| I3DInput=32x22021.04 | 32.9 | |
| VideoCoCazero-shot=true, view=single view2022.12 | 25.8 | |
| MultiScale TRNPre-training=ImageNet, Modality=RGB2020.08 | 25.2 | |
| VideoCoCa (w.o. videos)zero-shot=true, view=single view, continued_pretraining=false2022.12 | 25.2 | |
| CoCazero-shot=true, view=single view, pooling=frame-level average pooling2022.12 | 23.1 | |
| Asynchronous Temporal FieldsModality=Two-Stream2016.12 | 22.4 | |
| Asyn-TFPre-training=UCF1012020.08 | 22.4 | |
| CoViARPre-training=ImageNet, Modality=Compressed2020.08 | 21.9 | |
| CLIP-Hitchhikerzero-shot=true, view=single view2022.12 | 21.1 | |
| Two-Stream Extended2016.12 | 18.6 | |
| Two-streamPre-training=UCF1012020.08 | 18.6 | |
| Asynchronous Temporal FieldsModality=RGB Only2016.12 | 18.3 | |
| Two-Stream+LSTM2016.12 | 17.8 | |
| IDT2016.12 | 17.2 | |
| Two-Stream++2016.12 | 16.8 | |
| RGB++2016.12 | 15.6 | |
| Two-Stream2016.12 | 14.3 | |
| AlexNet2016.12 | 11.3 | |
| C3D2016.12 | 10.9 | |
| Random2016.12 | 5.9 |