Table 4.
BAPose results and comparison with SOTA methods for the COCO dataset for test-dev. Best results are in bold.
| Method | Input Size |
AP | |||||
|---|---|---|---|---|---|---|---|
| Single-Scale Testing | |||||||
| BAPose-W48 (ours) | 640 | 70.3% | 89.6% | 77.5% | 65.9% | 77.1% | 75.4% |
| HRNet-W48 [6] | 640 | 70.0% | 89.4% | 77.3% | 65.7% | 76.9% | 75.4% |
| HigherHRNet-W48 [14] | 640 | 68.4% | 88.2% | 75.1% | 64.4 | 74.2 | - |
| BAPose-W32 (ours) | 512 | 68.0% | 88.0% | 74.8% | 62.4% | 76.6% | 72.9% |
| HRNet-W32 [6] | 512 | 67.3% | 87.9% | 74.1% | 61.5% | 76.1% | 72.4% |
| SPM [31] | - | 66.9% | 88.5% | 72.9% | 62.6% | 73.1% | - |
| CenterNet-HG [42] | 512 | 63.0% | 86.8% | 69.6% | 58.9% | 70.4% | - |
| OpenPose [5] | - | 61.8% | 84.9% | 67.5% | 57.1% | 68.2% | 66.5% |
| Multi-Scale Testing | |||||||
| BAPose-W48 (ours) | 640 | 71.2% | 89.4% | 78.1% | 67.4% | 76.8% | 76.8% |
| HRNet-W48 [6] | 640 | 71.0% | 89.2% | 78.0% | 67.1% | 76.9% | 76.7% |
| HigherHRNet-W48 [14] | 640 | 70.5% | 89.3% | 77.2% | 66.6% | 75.8% | - |
| Point-set Anchors [43] | 640 | 68.7% | 89.9% | 76.3% | 64.8% | 75.3% | 74.8% |
| BAPose-W32 (ours) | 512 | 70.4% | 89.3% | 77.4% | 66.0% | 76.9% | 75.6% |
| HRNet-W32 [6] | 512 | 69.6% | 89.0% | 76.6% | 65.2% | 76.5% | 75.1% |
| HGG [30] | 512 | 67.6% | 85.1% | 73.7% | 62.7% | 74.6% | 71.3% |