Online Action Detection on TVSeries
89.7mcAPMAT
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MATArch=Trans, Pre-trained Features=Kinetics2023.08 | 89.7 | — | — | — | — | — | — | — | — | — | — | |
| MALTBackbone=R50+BNI, Params (M) Back.=33.8, GFLOPs=37.12026.03 | 89.7 | — | — | — | — | — | — | — | — | — | — | |
| GateHUBinput_modalities=RGB + Optical Flow2022.06 | 89.6 | — | — | — | — | — | — | — | — | — | — | |
| GateHUBArch=Trans, Pre-trained Features=Kinetics2023.08 | 89.6 | — | — | — | — | — | — | — | — | — | — | |
| GateHUBBackbone=R50+BNI, Params (M) Back.=33.8, Params (M) Head=45.2, GFLOPs=44.12026.03 | 89.6 | — | — | — | — | — | — | — | — | — | — | |
| MiniROADBackbone=R50+BNI, Params (M) Back.=33.8, Params (M) Head=15.8, GFLOPs=37.12026.03 | 89.6 | — | — | — | — | — | — | — | — | — | — | |
| LSTRinput_modalities=RGB + Optical Flow2022.06 | 89.1 | — | — | — | — | — | — | — | — | — | — | |
| LSTRArch=Trans, Pre-trained Features=Kinetics2023.08 | 89.1 | — | — | — | — | — | — | — | — | — | — | |
| LSTRBackbone=R50+BNI, Params (M) Back.=33.8, Params (M) Head=58.0, GFLOPs=44.62026.03 | 89.1 | — | — | — | — | — | — | — | — | — | — | |
| MATArch=Trans, Pre-trained Features=ANet2023.08 | 88.6 | — | — | — | — | — | — | — | — | — | — | |
| GateHUBArch=Trans, Pre-trained Features=ANet2023.08 | 88.4 | — | — | — | — | — | — | — | — | — | — | |
| LSTRFeatures=ActivityNet2021.07 | 88.1 | — | — | — | — | — | — | — | — | — | — | |
| ColarSetups=Online (TSN-Kinetics)2022.03 | 88.1 | — | — | — | — | — | — | — | — | — | — | |
| ColarArch=Trans, Pre-trained Features=Kinetics2023.08 | 88.1 | — | — | — | — | — | — | — | — | — | — | |
| LSTRArch=Trans, Pre-trained Features=ANet2023.08 | 88.1 | — | — | — | — | — | — | — | — | — | — | |
| Colar2026.03 | 88.1 | — | — | — | — | — | — | — | — | — | — | |
| OadTRSetups=Online (TSN-Kinetics)2022.03 | 87.2 | — | — | — | — | — | — | — | — | — | — | |
| OadTRinput_modalities=RGB + Optical Flow2022.06 | 87.2 | — | — | — | — | — | — | — | — | — | — | |
| OadTRArch=Trans, Pre-trained Features=Kinetics2023.08 | 87.2 | — | — | — | — | — | — | — | — | — | — | |
| OadTRBackbone=R200+BNI, Params (M) Back.=72.9, Params (M) Head=75.8, GFLOPs=105.62026.03 | 87.2 | — | — | — | — | — | — | — | — | — | — | |
| ColarSetups=RGB end-to-end2022.03 | 86.8 | — | — | — | — | — | — | — | — | — | — | |
| CAKE-X3DBackbone=X3D (RGB), Params (M) Back.=2.9, Params (M) Head=17.5, GFLOPs=2.92026.03 | 86.5 | — | — | — | — | — | — | — | — | — | — | |
| PKDinput_modalities=RGB + Optical Flow2022.06 | 86.4 | — | — | — | — | — | — | — | — | — | — | |
| PKDArch=CNN, Pre-trained Features=Kinetics2023.08 | 86.4 | — | — | — | — | — | — | — | — | — | — | |
| PKD2026.03 | 86.4 | — | — | — | — | — | — | — | — | — | — | |
| TRNinput_modalities=RGB + Optical Flow2022.06 | 86.2 | — | — | — | — | — | — | — | — | — | — | |
| TRNArch=RNN, Pre-trained Features=Kinetics2023.08 | 86.2 | — | — | — | — | — | — | — | — | — | — | |
| TRNBackbone=R200+BNI, Params (M) Back.=72.9, Params (M) Head=402.9, GFLOPs=104.62026.03 | 86.2 | — | — | — | — | — | — | — | — | — | — | |
| IDUSetups=Online (TSN-Kinetics)2022.03 | 86.1 | — | — | — | — | — | — | — | — | — | — | |
| IDNinput_modalities=RGB + Optical Flow2022.06 | 86.1 | — | — | — | — | — | — | — | — | — | — | |
| IDNArch=RNN, Pre-trained Features=Kinetics2023.08 | 86.1 | — | — | — | — | — | — | — | — | — | — | |
| IDN2026.03 | 86.1 | — | — | — | — | — | — | — | — | — | — | |
| ColarSetups=Online (TSN-Anet)2022.03 | 86 | — | — | — | — | — | — | — | — | — | — | |
| ColarArch=Trans, Pre-trained Features=ANet2023.08 | 86 | — | — | — | — | — | — | — | — | — | — | |
| OadTRSetups=Online (TSN-Anet)2022.03 | 85.4 | — | — | — | — | — | — | — | — | — | — | |
| OadTRArch=Trans, Pre-trained Features=ANet2023.08 | 85.4 | — | — | — | — | — | — | — | — | — | — | |
| LAPFeatures=ActivityNet2021.07 | 85.3 | — | — | — | — | — | — | — | — | — | — | |
| LAPArch=RNN, Pre-trained Features=ANet2023.08 | 85.3 | — | — | — | — | — | — | — | — | — | — | |
| LAP2026.03 | 85.3 | — | — | — | — | — | — | — | — | — | — | |
| TFNFeatures=ActivityNet2021.07 | 85 | — | — | — | — | — | — | — | — | — | — | |
| TFN2026.03 | 85 | — | — | — | — | — | — | — | — | — | — | |
| LFBFeatures=ActivityNet, reproduced=true2021.07 | 84.8 | — | — | — | — | — | — | — | — | — | — | |
| IDNFeatures=ActivityNet2021.07 | 84.7 | — | — | — | — | — | — | — | — | — | — | |
| IDUSetups=Online (TSN-Anet)2022.03 | 84.7 | — | — | — | — | — | — | — | — | — | — | |
| IDNArch=RNN, Pre-trained Features=ANet2023.08 | 84.7 | — | — | — | — | — | — | — | — | — | — | |
| FATSinput_modalities=RGB + Optical Flow2022.06 | 84.6 | — | — | — | — | — | — | — | — | — | — | |
| FATS2026.03 | 84.6 | — | — | — | — | — | — | — | — | — | — | |
| TRNInputs=TS2018.11 | 83.7 | — | — | — | — | — | — | — | — | — | — | |
| TRNFeatures=ActivityNet2021.07 | 83.7 | — | — | — | — | — | — | — | — | — | — | |
| TRNSetups=Online (TSN-Anet)2022.03 | 83.7 | — | — | — | — | — | — | — | — | — | — | |
| TRNArch=RNN, Pre-trained Features=ANet2023.08 | 83.7 | — | — | — | — | — | — | — | — | — | — | |
| FATSFeatures=ActivityNet2021.07 | 81.7 | — | — | — | — | — | — | — | — | — | — | |
| IDUSetups=Flow2022.03 | 80.3 | — | — | — | — | — | — | — | — | — | — | |
| REDInputs=TS2018.11 | 79.2 | — | — | — | — | — | — | — | — | — | — | |
| REDFeatures=ActivityNet2021.07 | 79.2 | — | — | — | — | — | — | — | — | — | — | |
| REDSetups=Online (TSN-Anet)2022.03 | 79.2 | — | — | — | — | — | — | — | — | — | — | |
| REDArch=RNN, Pre-trained Features=ANet2023.08 | 79.2 | — | — | — | — | — | — | — | — | — | — | |
| RED2026.03 | 79.2 | — | — | — | — | — | — | — | — | — | — | |
| IDUSetups=RGB2022.03 | 76.6 | — | — | — | — | — | — | — | — | — | — | |
| TRNInputs=VGG2018.11 | 75.4 | — | — | — | — | — | — | — | — | — | — | |
| TRNSetups=RGB2022.03 | 75.4 | — | — | — | — | — | — | — | — | — | — | |
| SVMInputs=FV2018.11 | 74.3 | — | — | — | — | — | — | — | — | — | — | |
| FV-SVMSetups=Flow2022.03 | 74.3 | — | — | — | — | — | — | — | — | — | — | |
| 2S-FNInputs=VGG2018.11 | 72.4 | — | — | — | — | — | — | — | — | — | — | |
| 2S-FNSetups=RGB2022.03 | 72.4 | — | — | — | — | — | — | — | — | — | — | |
| Stacked LSTMInputs=VGG2018.11 | 71.4 | — | — | — | — | — | — | — | — | — | — | |
| RED2018.11 | 71.2 | — | — | — | — | — | — | — | — | — | — | |
| REDSetups=RGB2022.03 | 71.2 | — | — | — | — | — | — | — | — | — | — | |
| LSTM2018.11 | 64.1 | — | — | — | — | — | — | — | — | — | — | |
| LRCNSetups=RGB2022.03 | 64.1 | — | — | — | — | — | — | — | — | — | — | |
| CNN2018.11 | 60.8 | — | — | — | — | — | — | — | — | — | — | |
| IDNFeatures=ActivityNet2021.07 | — | 80.6 | 81.1 | 81.9 | 82.3 | 82.6 | 82.8 | 82.6 | 82.9 | 83 | 83.9 | |
| IDNFeatures=Kinetics2021.07 | — | 81.7 | 81.9 | 83.1 | 82.9 | 83.2 | 83.2 | 83.2 | 83 | 83.3 | 86.6 | |
| LSTRFeatures=ActivityNet2021.07 | — | 83.6 | 85 | 86.3 | 87 | 87.8 | 88.5 | 88.6 | 88.9 | 89 | 88.9 | |
| LSTRFeatures=Kinetics2021.07 | — | 84.4 | 85.6 | 87.2 | 87.8 | 88.8 | 89.4 | 89.6 | 89.9 | 90 | 90.1 | |
| PKDFeatures=Kinetics2021.07 | — | 82.1 | 83.5 | 86.1 | 87.2 | 88.3 | 88.4 | 89 | 88.7 | 88.9 | 87.7 | |
| TFNFeatures=ActivityNet2021.07 | — | 83.1 | 84.4 | 85.4 | 85.8 | 87.1 | 88.4 | 87.6 | 87 | 86.7 | 85.6 | |
| TRNFeatures=ActivityNet2021.07 | — | 78.8 | 79.6 | 80.4 | 81 | 81.6 | 81.9 | 82.3 | 82.7 | 82.9 | 83.3 |