Animal Pose Estimation on AP-10K (test)
82.4mAPViTPose++-H
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ViTPose++-HBackbone=ViT-H, Resolution=256x192, Bounding box type=ground truth2022.12 | 82.4 | 98.2 | 89.5 | 59.1 | 82.8 | — | |
| ViTPose-HBackbone=ViT-H, Resolution=256x192, Bounding box type=ground truth2022.12 | 82 | 97.5 | 89.1 | 67.3 | 82.3 | — | |
| ViTPose++-LBackbone=ViT-L, Resolution=256x192, Bounding box type=ground truth2022.12 | 80.4 | 97.6 | 88.5 | 52.7 | 80.8 | — | |
| ViTPose-LBackbone=ViT-L, Resolution=256x192, Bounding box type=ground truth2022.12 | 80.1 | 97.5 | 88 | 62.3 | 80.3 | — | |
| CLAMPBackbone=ViT-Large2022.06 | 77.8 | — | — | — | — | — | |
| PoseBHBackbone=ViT-Base, Input Size=256x1922025.05 | 75 | — | — | — | — | — | |
| ViTPose++-BBackbone=ViT-B, Resolution=256x192, Bounding box type=ground truth2022.12 | 74.5 | 94.9 | 82.2 | 46.8 | 75 | — | |
| HRNetBackbone=w482022.06 | 74.4 | — | — | — | — | — | |
| CLAMPBackbone=ViT-Base, Pre-train=CLIP2022.06 | 74.3 | 95.8 | 81.4 | 47.6 | 74.9 | 77.5 | |
| CLAMPBackbone=ViT-Base2022.06 | 74.3 | — | — | — | — | — | |
| ViTPose++Backbone=ViT-Base, Input Size=256x1922025.05 | 74.1 | — | — | — | — | — | |
| HRNetBackbone=w322022.06 | 73.8 | — | — | — | — | — | |
| HRFormerBackbone=B, Implementation=mmpose [6]2022.06 | 73.5 | — | — | — | — | — | |
| ViTPose-BBackbone=ViT-B, Resolution=256x192, Bounding box type=ground truth2022.12 | 73.4 | 95 | 81.9 | 60.2 | 73.8 | — | |
| HRNetBackbone=HRNet-w48, Resolution=256x256, Bounding box type=ground truth2022.12 | 73.1 | 93.7 | 80.4 | 57.4 | 73.8 | — | |
| CLAMPBackbone=ResNet-50, Pre-train=CLIP2022.06 | 72.9 | 95.4 | 79.4 | 43.2 | 73.2 | 76.3 | |
| Hourglass2022.06 | 72.9 | — | — | — | — | — | |
| CLAMPBackbone=ResNet-502022.06 | 72.9 | — | — | — | — | — | |
| SimpleBaselineBackbone=ViT-Base, Pre-train=CLIP2022.06 | 72.6 | 94.7 | 79.5 | 43.4 | 72.8 | 75.8 | |
| HRNetBackbone=HRNet-w32, Resolution=256x256, Bounding box type=ground truth2022.12 | 72.2 | 93.9 | 78.7 | 55.5 | 73 | — | |
| HRFormerBackbone=S, Implementation=mmpose [6]2022.06 | 71.7 | — | — | — | — | — | |
| ViTPose++-SBackbone=ViT-S, Resolution=256x192, Bounding box type=ground truth2022.12 | 71.4 | 93.3 | 78.4 | 47.6 | 71.8 | — | |
| SimpleBaselineBackbone=ResNet-50, Pre-train=CLIP2022.06 | 70.9 | 94.6 | 76.8 | 44.8 | 71.2 | 74.1 | |
| SimpleBaselineBackbone=ResNet-50, Pre-train=ImageNet2022.06 | 70.2 | 94.2 | 76 | 45.5 | 70.4 | 73.5 | |
| SimpleBaseline2022.06 | 69.9 | — | — | — | — | — | |
| ViTPose-SBackbone=ViT-S, Resolution=256x192, Bounding box type=ground truth2022.12 | 68.7 | 93 | 75.1 | 50.7 | 69.1 | — | |
| ScarceNetLabeled images per species=252023.03 | 68.1 | — | — | — | — | — | |
| SimpleBaselineBackbone=ResNet-50, Resolution=256x256, Bounding box type=ground truth2022.12 | 68.1 | 92.3 | 74 | 51 | 68.8 | — | |
| SimpleBaselineBackbone=ResNet-101, Resolution=256x256, Bounding box type=ground truth2022.12 | 68.1 | 92.2 | 74.2 | 53.4 | 68.8 | — | |
| VIPNASImplementation=mmpose [6]2022.06 | 67.1 | — | — | — | — | — | |
| ScarceNetLabeled images per species=202023.03 | 65.4 | — | — | — | — | — | |
| FlexMatchLabeled images per species=252023.03 | 64.6 | — | — | — | — | — | |
| ScarceNetLabeled images per species=152023.03 | 63.2 | — | — | — | — | — | |
| FixMatchLabeled images per species=252023.03 | 63.1 | — | — | — | — | — | |
| UDALabeled images per species=252023.03 | 62.8 | — | — | — | — | — | |
| FlexMatchLabeled images per species=202023.03 | 61.8 | — | — | — | — | — | |
| FixMatchLabeled images per species=202023.03 | 60.1 | — | — | — | — | — | |
| ScarceNetLabeled images per species=102023.03 | 59.7 | — | — | — | — | — | |
| FlexMatchLabeled images per species=152023.03 | 59.6 | — | — | — | — | — | |
| FixMatchLabeled images per species=152023.03 | 58.9 | — | — | — | — | — | |
| HRNetLabeled images per species=252023.03 | 58.8 | — | — | — | — | — | |
| UDALabeled images per species=202023.03 | 58 | — | — | — | — | — | |
| UDALabeled images per species=152023.03 | 56.6 | — | — | — | — | — | |
| UniHCPBackbone=ViT-Base, Input Size=256x1922025.05 | 56.5 | — | — | — | — | — | |
| FlexMatchLabeled images per species=102023.03 | 55.5 | — | — | — | — | — | |
| HRNetLabeled images per species=202023.03 | 54.7 | — | — | — | — | — | |
| FixMatchLabeled images per species=102023.03 | 54.4 | — | — | — | — | — | |
| ScarceNetLabeled images per species=52023.03 | 53.3 | — | — | — | — | — | |
| UDALabeled images per species=102023.03 | 51.9 | — | — | — | — | — | |
| HRNetLabeled images per species=152023.03 | 51.1 | — | — | — | — | — | |
| FixMatchLabeled images per species=52023.03 | 47.8 | — | — | — | — | — | |
| FlexMatchLabeled images per species=52023.03 | 46.6 | — | — | — | — | — | |
| HRNetLabeled images per species=102023.03 | 46.3 | — | — | — | — | — | |
| UDALabeled images per species=52023.03 | 42.9 | — | — | — | — | — | |
| HRNetLabeled images per species=52023.03 | 36 | — | — | — | — | — |