Online Action Detection on TVSeries (test)
90.4mcAPSSM
Evaluation results
| Method | Links | |
|---|---|---|
| SSMPre-trained Features=Kinetics2025.10 | 90.4 | |
| SSMPre-trained Features=ActivityNet2025.10 | 89.8 | |
| MATPre-trained Features=Kinetics2025.10 | 89.7 | |
| GateHUBPre-trained Features=Kinetics2025.10 | 89.6 | |
| LSTRPre-trained features=Kinetics2021.07 | 89.1 | |
| LstrPre-trained Features=Kinetics2025.10 | 89.1 | |
| MATPre-trained Features=ActivityNet2025.10 | 88.6 | |
| GateHUBBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 88.4 | |
| GateHUBPre-trained Features=ActivityNet2025.10 | 88.4 | |
| HCMPre-trained Features=Kinetics2025.10 | 88.2 | |
| LSTRBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 88.1 | |
| ColarPre-trained Features=Kinetics2025.10 | 88.1 | |
| LstrPre-trained Features=ActivityNet2025.10 | 88.1 | |
| OadTRInput=TSN-Kinetics2021.06 | 87.2 | |
| OadTRPre-trained Features=Kinetics2025.10 | 87.2 | |
| PKD (Ours)feature extractor=pre-trained on Kinetics2020.11 | 86.4 | |
| PKDPre-trained features=Kinetics2021.07 | 86.4 | |
| TRNPre-trained features=Kinetics2021.07 | 86.2 | |
| TRNPre-trained Features=Kinetics2025.10 | 86.2 | |
| IDN*feature extractor=pre-trained on Kinetics2020.11 | 86.1 | |
| IDNReference=CVPR'20, Input=TSN-Kinetics2021.06 | 86.1 | |
| IDNPre-trained features=Kinetics2021.07 | 86.1 | |
| ColarPre-trained Features=ActivityNet2025.10 | 86 | |
| LFB*Pre-trained features=Kinetics, Note=reproduced by the authors2021.07 | 85.8 | |
| OadTRPre-trained Features=ActivityNet2025.10 | 85.41 | |
| OadTRInput=TSN-Anet2021.06 | 85.4 | |
| OadTRBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 85.4 | |
| LAPBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 85.3 | |
| TFNBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 85 | |
| IDN2020.11 | 84.7 | |
| IDNReference=CVPR'20, Input=TSN-Anet2021.06 | 84.7 | |
| IDNBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 84.7 | |
| FATSPre-trained features=Kinetics2021.07 | 84.6 | |
| TRN2020.11 | 83.7 | |
| TRNReference=ICCV'19, Input=TSN-Anet2021.06 | 83.7 | |
| TRNBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 83.7 | |
| TRNPre-trained Features=ActivityNet2025.10 | 83.7 | |
| FATSBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 81.7 | |
| RED2020.11 | 79.2 | |
| REDReference=BMVC'17, Input=TSN-Anet2021.06 | 79.2 | |
| REDBackbone=TSN, Pre-trained=ActivityNet, Input=RGB + Optical Flow2022.06 | 79.2 |