Online Action Detection on HDD
40.8Overall mAPTRN
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TRNInputs=Multimodal2018.11 | 40.8 | 79 | 77 | 76.6 | 45.9 | 43.6 | 46.9 | 7.5 | 1,340 | 450 | 5.8 | 49.6 | |
| EDInputs=Multimodal2018.11 | 37.8 | 77.2 | 74 | 77.1 | 44.6 | 41.4 | 36.6 | 4.1 | 1,140 | 220 | 5.1 | 43.1 | |
| LSTMInputs=Multimodal2018.11 | 32.7 | 76.6 | 76.1 | 77.4 | 41.9 | 23 | 25.4 | 1 | 1,180 | 330 | 4.9 | 17.6 | |
| MATArch=Trans, Pre-trained Features=Sensor2023.08 | 32.7 | — | — | — | — | — | — | — | — | — | — | — | |
| GateHUBinput=sensor data2022.06 | 32.1 | — | — | — | — | — | — | — | — | — | — | — | |
| GateHUBArch=Trans, Pre-trained Features=Sensor2023.08 | 32.1 | — | — | — | — | — | — | — | — | — | — | — | |
| CNNInputs=Multimodal2018.11 | 31.3 | 73.7 | 73.2 | 73.3 | 25.7 | 24 | 27.6 | 4.2 | 400 | 280 | 4.7 | 30.6 | |
| ColarArch=Trans, Pre-trained Features=Sensor2023.08 | 30.6 | — | — | — | — | — | — | — | — | — | — | — | |
| OadTRInput=Sensors2021.06 | 29.8 | — | — | — | — | — | — | — | — | — | — | — | |
| OadTRinput=sensor data2022.06 | 29.8 | — | — | — | — | — | — | — | — | — | — | — | |
| OadTRArch=Trans, Pre-trained Features=Sensor2023.08 | 29.8 | — | — | — | — | — | — | — | — | — | — | — | |
| TRNInputs=InceptionResNet-V22018.11 | 29.7 | 63.5 | 57 | 57.3 | 28.4 | 37.8 | 31.8 | 10.5 | 1,100 | 50 | 3.5 | 25.4 | |
| TRNInputs=Sensors2018.11 | 29.2 | 46.5 | 75.2 | 77.7 | 35.9 | 19.7 | 18.5 | 3.8 | 70 | 10 | 2.5 | 40.3 | |
| TRNReference=ICCV'19, Input=Sensors2021.06 | 29.2 | — | — | — | — | — | — | — | — | — | — | — | |
| TRNinput=sensor data2022.06 | 29.2 | — | — | — | — | — | — | — | — | — | — | — | |
| TRNArch=RNN, Pre-trained Features=Sensor2023.08 | 29.2 | — | — | — | — | — | — | — | — | — | — | — | |
| EDInputs=Sensors2018.11 | 27.4 | 43.9 | 73.9 | 75.7 | 31.8 | 15.2 | 15.1 | 2.1 | 50 | 10 | 4.1 | 39.1 | |
| EDReference=BMVC'17, Input=Sensors2021.06 | 27.4 | — | — | — | — | — | — | — | — | — | — | — | |
| REDinput=sensor data2022.06 | 27.4 | — | — | — | — | — | — | — | — | — | — | — | |
| REDArch=RNN, Pre-trained Features=Sensor2023.08 | 27.4 | — | — | — | — | — | — | — | — | — | — | — | |
| EDInputs=InceptionResNet-V22018.11 | 27.2 | 63.1 | 54.2 | 55.1 | 28.3 | 35.9 | 27.6 | 8.5 | 710 | 30 | 4.2 | 14.6 | |
| LSTMInputs=InceptionResNet-V22018.11 | 26.9 | 65.7 | 57.7 | 54.4 | 27.8 | 26.1 | 25.7 | 1.7 | 1,600 | 250 | 4.8 | 13.6 | |
| LSTMInputs=Sensors2018.11 | 23.8 | 36.4 | 66.2 | 74.2 | 26.1 | 13.3 | 8 | 0.2 | 30 | 0 | 3.5 | 33.5 | |
| LSTMReference=CVPR'18, Input=Sensors2021.06 | 23.8 | — | — | — | — | — | — | — | — | — | — | — | |
| LSTMinput=sensor data2022.06 | 23.8 | — | — | — | — | — | — | — | — | — | — | — | |
| CNNInputs=Sensors2018.11 | 22.7 | 34.2 | 72 | 74.9 | 16 | 8.5 | 7.6 | 1.2 | 40 | 10 | 2.5 | 32.5 | |
| CNNReference=ECCV'16, Input=Sensors2021.06 | 22.7 | — | — | — | — | — | — | — | — | — | — | — | |
| CNNinput=sensor data2022.06 | 22.7 | — | — | — | — | — | — | — | — | — | — | — | |
| CNNInputs=InceptionResNet-V22018.11 | 20.7 | 53.4 | 47.3 | 39.4 | 23.8 | 17.9 | 25.2 | 2.9 | 480 | 160 | 4.3 | 7.2 |