3D Human Pose Estimation on DHP19 (test)
5.28MPJPE 2DPose-ResNet50
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Pose-ResNet50Input=2D Event Frames, reimplemented=true, #Params (M)=34.0, #MACs (G)=12.91, Latency (ms)=93.562022.06 | 5.28 | 59.83 | |
| Pose-ResNet18Input=2D Event Frames, reimplemented=true, #Params (M)=15.4, #MACs (G)=8.30, Latency (ms)=68.072022.06 | 5.37 | 61.03 | |
| MobileHP-SInput=2D Event Frames, reimplemented=true, #Params (M)=1.83, #MACs (G)=0.69, Latency (ms)=48.092022.06 | 5.65 | 64.14 | |
| Point TransformerInput=3D Event Point Cloud, Number of points=2048, #Params (M)=3.65, #MACs (G)=5.03, Latency (ms)=497.272022.06 | 6.46 | 73.37 | |
| DGCNNInput=3D Event Point Cloud, Number of points=2048, #Params (M)=4.51, #MACs (G)=4.91, Latency (ms)=127.962022.06 | 6.83 | 77.32 | |
| PointNetInput=3D Event Point Cloud, Number of points=2048, #Params (M)=4.46, #MACs (G)=1.19, Latency (ms)=12.292022.06 | 7.29 | 82.46 | |
| DHP19Input=2D Event Frames, #Params (M)=0.22, #MACs (G)=3.51, Latency (ms)=27.552022.06 | 7.67 | 87.9 | |
| LeViT-128SInput=2D Event Frames, reimplemented=true, #Params (M)=7.87, #MACs (G)=0.20, Latency (ms)=14.402022.06 | 7.68 | 87.79 |