Action Recognition on HMDB-51 v1
86.31AccuracySCK+IDT
Evaluation Results
| Method | Links | |
|---|---|---|
| SCK+IDTBackbone=I3D, Features=IDT2020.12 | 86.31 | |
| SCK(r=2)+IDTBackbone=I3D, Features=IDT, r=22020.12 | 85.61 | |
| SCK+IDTBackbone=ResNet-152, Features=IDT2020.12 | 74.2 | |
| SCKBackbone=ResNet-1522020.12 | 72.55 | |
| CoViAR + flowInput Streams=Compressed Representation + Optical Flow2017.12 | 71.5 | |
| CoVIAR + optical flowOptical Flow=true2017.12 | 70.2 | |
| TSNOptical Flow=true2017.12 | 69.4 | |
| ST-MultOptical Flow=true2017.12 | 68.9 | |
| STPNOptical Flow=true2017.12 | 68.9 | |
| TLEOptical Flow=true2017.12 | 68.8 | |
| ActionVLADOptical Flow=true2017.12 | 66.9 | |
| ShuttleNetOptical Flow=true2017.12 | 66.6 | |
| ST-ResNetOptical Flow=true2017.12 | 66.4 | |
| I3DOptical Flow=true, Evaluation Split=Split 12017.12 | 66.4 | |
| L2STMOptical Flow=true2017.12 | 66.2 | |
| Two-Stream fusionOptical Flow=true2017.12 | 65.4 | |
| Two-stream+APBackbone=ResNet-152, Pooling=Average Pooling (AP)2020.12 | 65.3 | |
| FlowInput Streams=Optical Flow2017.12 | 61.8 | |
| Two-stream+MPBackbone=ResNet-152, Pooling=Maximum Pooling (MP)2020.12 | 61.38 | |
| CoViARInput Streams=Compressed Representation2017.12 | 60.4 | |
| Two-StreamOptical Flow=true2017.12 | 59.4 | |
| COVIAROptical Flow=false2017.12 | 59.1 | |
| iDT+FVOptical Flow=true2017.12 | 57.2 | |
| Res3DOptical Flow=false2017.12 | 54.9 | |
| TLE (RGB-only)Optical Flow=false2017.12 | 54.2 | |
| Attentional PoolingOptical Flow=false2017.12 | 52.2 | |
| C3DOptical Flow=false2017.12 | 51.6 | |
| I3D (RGB-only)Optical Flow=false, Evaluation Split=Split 12017.12 | 49.8 | |
| ResNet-50Optical Flow=false, Backbone=ResNet-50, Source=ST-Mult [8]2017.12 | 48.9 | |
| ResNet-152Optical Flow=false, Backbone=ResNet-152, Source=ST-Mult [8]2017.12 | 46.7 | |
| Composite LSTM ModelOptical Flow=true2017.12 | 44 |