Temporal Action Detection on HACS 1.1 (val)
39.77Average mAPTCANet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCANetProposals=BMN2021.03 | 39.77 | 56.74 | 41.14 | 12.15 | |
| TCANetProposals=SW2021.03 | 36.79 | 54.14 | 37.24 | 11.32 | |
| BMNimplementation=reproduced by current authors2021.03 | 35.76 | 52.49 | 36.38 | 10.37 | |
| TadTRFocal loss=true, Time/ms=19, GFLOPS=0.12021.06 | 32.09 | 47.14 | 32.11 | 10.94 | |
| TadTRTime/ms=19, GFLOPS=0.12021.06 | 30.83 | 45.16 | 30.7 | 11.78 | |
| G-TADTime/ms=941, GFLOPS=45.72021.06 | 27.48 | 41.08 | 27.59 | 8.34 | |
| G-TAD + LoFiOptical Flow=false, Architecture=ResNet-18, Number of parameters=12M2021.03 | 24.64 | 37.78 | 24.4 | 7.29 | |
| 2019-Winner2021.03 | 23.49 | — | — | — | |
| G-TAD baselineOptical Flow=false, Architecture=ResNet-18, Number of parameters=12M, Pre-training=RGB-only Kinetics400 pre-trained TSM video encoder without fine-tuning2021.03 | 23 | 35.68 | 22.79 | 6.51 | |
| SSNOptical Flow=true, Architecture=2-stream, Number of parameters=12M2021.03 | 18.97 | 28.82 | 18.8 | 5.32 | |
| SSN2021.06 | 18.97 | 28.82 | 18.8 | 5.32 |