Activity Detection on Charades localize v1
28.6mAPAGT
Evaluation Results
| Method | Links | |
|---|---|---|
| AGT2021.01 | 28.6 | |
| Super-eventsBackbone=3D ResNet-502021.01 | 25.2 | |
| Coarse-Fineflow=false, obj.=false, GFLOPs=73.37, Param (M)=7.822021.03 | 25.1 | |
| Fine-Fineflow=false, obj.=false, GFLOPs=94.8, Param (M)=7.82021.03 | 24.43 | |
| Mavroudi et al.2021.01 | 23.7 | |
| I3D + biGRU + VS-ST-MPNNflow=false, obj.=true, GFLOPs=2223.03+, Param (M)=12.45+2021.03 | 23.7 | |
| SlowFast_det (with X3D)flow=false, obj.=false, GFLOPs=54.31, Param (M)=7.412021.03 | 22.31 | |
| I3D + 3 TGMs + super-eventsBackbone=I3D, Input=two-stream (RGB + optical flow), Temporal module=TGM, Number of layers=3, Filter length (L)=30, Additional components=super-events2018.03 | 22.3 | |
| TGM2021.01 | 22.3 | |
| I3D + super-events + TGMflow=false, obj.=false, GFLOPs=4446.75, Param (M)=28.282021.03 | 22.3 | |
| I3D + 3 TGMs + super-eventsBackbone=I3D, Input=two-stream (RGB + optical flow), Temporal module=TGM, Number of layers=3, Filter length (L)=5, Additional components=super-events2018.03 | 21.8 | |
| I3D + 3 TGMsBackbone=I3D, Input=two-stream (RGB + optical flow), Temporal module=TGM, Number of layers=3, Filter length (L)=302018.03 | 21.5 | |
| I3D + TGMflow=false, obj.=false, GFLOPs=4446.66, Param (M)=272021.03 | 21.5 | |
| I3D + 3 TGMsBackbone=I3D, Input=two-stream (RGB + optical flow), Temporal module=TGM, Number of layers=3, Filter length (L)=52018.03 | 20.6 | |
| X3D-Lflow=false, obj.=false, GFLOPs=147.04, Param (M)=5.782021.03 | 20.03 | |
| X3D + TGMflow=false, obj.=false, GFLOPs=38.26, Param (M)=4.352021.03 | 20.01 | |
| I3D + super-eventsbackbone=I3D, temporal_module=super-events2017.12 | 19.41 | |
| I3D + super-eventsflow=false, obj.=false, GFLOPs=4446.15, Param (M)=26.182021.03 | 19.41 | |
| I3D + super-eventsBackbone=I3D, Input=two-stream (RGB + optical flow), Temporal module=super-events2018.03 | 19.4 | |
| Super-events2021.01 | 19.4 | |
| I3D + STGCNflow=true, obj.=true, GFLOPs=4450.94, Param (M)=29.182021.03 | 19.09 | |
| X3Dflow=false, obj.=false, GFLOPs=37.96, Param (M)=3.292021.03 | 18.87 | |
| 3D ResNet-50flow=false, obj.=false, GFLOPs=3187.63, Param (M)=46.522021.03 | 18.6 | |
| I3D + Temporal Pyramidbackbone=I3D, temporal_module=Temporal Pyramid2017.12 | 18.2 | |
| I3D + fixed temporal pyramidBackbone=I3D, Input=two-stream (RGB + optical flow), Temporal module=fixed temporal pyramid2018.03 | 18.2 | |
| I3D + LSTMbackbone=I3D, temporal_module=LSTM2017.12 | 18.1 | |
| I3D + LSTMBackbone=I3D, Input=two-stream (RGB + optical flow), Temporal module=LSTM2018.03 | 18.1 | |
| I3D + 3 temporal conv. layersBackbone=I3D, Input=two-stream (RGB + optical flow), Number of layers=3, Filter length (L)=52018.03 | 17.5 | |
| I3Dbackbone=I3D2017.12 | 17.22 | |
| Two-stream I3Dflow=true, obj.=false, GFLOPs=4446.1, Param (M)=24.92021.03 | 17.22 | |
| I3D baselineBackbone=I3D, Input=two-stream (RGB + optical flow)2018.03 | 17.2 | |
| I3D baseline2021.01 | 17.2 | |
| SSN2018.03 | 16.4 | |
| SSN2021.01 | 16.4 | |
| I3D (Inception)flow=false, obj.=false, GFLOPs=2223.03, Param (M)=12.452021.03 | 15.63 | |
| Sigurdsson et al.2017.12 | 12.8 | |
| Sigurdsson et al.2018.03 | 12.8 | |
| R-C3D2017.12 | 12.7 | |
| R-C3D2018.03 | 12.7 | |
| R-C3D2021.01 | 12.7 | |
| I3D + 3 temporal conv. layersBackbone=I3D, Input=two-stream (RGB + optical flow), Number of layers=3, Filter length (L)=302018.03 | 12.5 | |
| Two-stream+LSTMbackbone=Two-Stream, temporal_module=LSTM2017.12 | 9.6 | |
| Two-stream+LSTM2018.03 | 9.6 | |
| Two-streamExtension=LSTM2021.01 | 9.6 | |
| Two-Streambackbone=Two-Stream2017.12 | 8.94 | |
| Two-stream2018.03 | 8.94 | |
| Predictive-corrective2017.12 | 8.9 | |
| Predictive-corrective2018.03 | 8.9 | |
| Predictive-corrective2021.01 | 8.9 | |
| Two-stream2021.01 | 8.9 | |
| RGBinput=RGB2017.12 | 7.89 | |
| Random2017.12 | 2.42 |