Model | Backbone | In-scale | Out-scale | Var. | #Params | GFLOPs | Shoulders | Elbows | Wrists | Hands | All |
---|---|---|---|---|---|---|---|---|---|---|---|
Validation dataset | |||||||||||
VNect | ResNet50 | 96 x 192 | 12 x 24 | 1.0 | 14.5 M | 1.70 | 0.019 | 0.053 | 0.069 | 0.079 | 0.044 |
VNect | ResNet100 | 96 x 192 | 12 x 24 | 1.0 | 33.5 M | 2.97 | 0.019 | 0.052 | 0.067 | 0.076 | 0.043 |
Ours | HRNet-W24 | 96 x 192 | 24 x 48 | 1.0 | 16.7 M | 1.70 | 0.015 | 0.044 | 0.060 | 0.069 | 0.037 |
Ours | HRNet-W32 | 96 x 192 | 24 x 48 | 1.0 | 29.3 M | 2.70 | 0.015 | 0.045 | 0.062 | 0.069 | 0.038 |
Test dataset | |||||||||||
VNect | ResNet50 | 96 x 192 | 12 x 24 | 1.0 | 14.5 M | 1.70 | 0.040 | 0.218 | 0.387 | 0.439 | 0.201 |
VNect | ResNet100 | 96 x 192 | 12 x 24 | 1.0 | 33.5 M | 2.97 | 0.037 | 0.215 | 0.379 | 0.434 | 0.200 |
Ours | HRNet-W24 | 96 x 192 | 24 x 48 | 1.0 | 16.7 M | 1.70 | 0.040 | 0.215 | 0.395 | 0.467 | 0.204 |
Ours | HRNet-W32 | 96 x 192 | 24 x 48 | 1.0 | 29.3 M | 2.70 | 0.036 | 0.202 | 0.393 | 0.463 | 0.201 |