temporal action detection: benchmark results, features download etc.
THUMOS14
ActivityNet v1.2
ActivityNet v1.3
These methods are listed in chronological order.
Method | Feature | IoU-> | 0.1 | 0.2 | 0.3 | 0.4 | 0.5 | 0.6 | 0.7 |
---|---|---|---|---|---|---|---|---|---|
BaSNet | I3D | 58.2 | 52.3 | 44.6 | 36.0 | 27.0 | 18.6 | 10.4 | |
3C-Net | I3D | 59.1 | 53.5 | 44.2 | 34.1 | 26.6 | 8.1 | ||
TSM | I3D | 39.5 | 31.9 | 24.5 | 13.8 | 7.1 | |||
CleanNet | UNet | 37.0 | 30.9 | 23.9 | 13.9 | 7.1 | |||
BM | I3D | 60.4 | 56.0 | 46.6 | 37.5 | 26.8 | 17.6 | 8.6 | |
ASSG | I3D | 65.6 | 59.4 | 50.4 | 38.7 | 25.4 | 15.0 | 6.6 | |
MAAN | I3D | 59.8 | 50.8 | 41.1 | 30.6 | 20.3 | 12.0 | 6.9 | |
CMCS | I3D | 57.4 | 50.8 | 41.2 | 32.1 | 23.1 | 15.0 | 7.0 | |
WSGN | I3D | 55.3 | 47.6 | 38.9 | 30.0 | 21.1 | 13.9 | 8.3 | |
RefineLoc | UNet | 33.9 | 22.1 | 6.1 | |||||
STAR | I3D | 68.8 | 60.0 | 48.7 | 34.7 | 23.0 | |||
TSRNet | 2-Stream(ResNet101) | 55.9 | 46.9 | 38.3 | 28.1 | 18.6 | 11.0 | 5.59 | |
StepByStep | TSN | 45.8 | 39.0 | 31.1 | 22.5 | 15.9 | |||
W-TALC | UNet | 49.0 | 42.8 | 32.0 | 26.0 | 18.8 | 6.2 | ||
W-TALC | I3D | 55.2 | 49.6 | 40.1 | 31.1 | 22.8 | 7.6 | ||
AutoLoc | UNet | 35.8 | 29.0 | 21.2 | 13.4 | 5.8 | |||
STPN | I3D | 52.0 | 44.7 | 35.5 | 25.8 | 16.9 | 9.9 | 4.3 | |
H&S | C3D | 36.4 | 27.8 | 19.5 | 12.7 | 6.8 | |||
UNet | UNet | 44.4 | 37.7 | 28.2 | 21.1 | 13.7 |