Instance Segmentation on OCHuman (test)
55.2Mask APPose2Seg
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Pose2SegBackbone=Resnet50-fpn, Input of ground-truth keypoints=true2018.03 | 55.2 | 57.9 | 49.5 | |
| BMPv2Iterations=2x2026.01 | 41.1 | — | — | |
| BMPv2plusIterations=2x2026.01 | 41.1 | — | — | |
| SAM-pose2segPrompting=Detected ProbPose keypoints2026.01 | 34.7 | — | — | |
| BBox-Mask-PoseIterations=2x2024.12 | 34 | — | — | |
| BMPv1Iterations=2x2026.01 | 34 | — | — | |
| Crowd-SAM+2024.12 | 31.4 | — | — | |
| Crowd-SAM+Prompting=Detected keypoints, Mask/Detection Estimation=true2026.01 | 31.4 | — | — | |
| HQNetBackbone=ResNet-502024.12 | 31.1 | — | — | |
| HQNetBackbone=R-502026.01 | 31.1 | — | — | |
| HQNet R-50Prompting=Detected keypoints2026.01 | 31.1 | — | — | |
| BBox-Mask-PoseIterations=1x2024.12 | 30.2 | — | — | |
| SAM 2.1Prompting=Detected ProbPose keypoints2026.01 | 29.5 | — | — | |
| Occlusion C&P+2024.12 | 28.3 | — | — | |
| Occlusion C&P2026.01 | 28.3 | — | — | |
| Occlusion C&P+Prompting=Detected keypoints, Mask/Detection Estimation=true2026.01 | 28.3 | — | — | |
| Mask2FormerBackbone=Swin-B2023.03 | 27.8 | — | — | |
| HCQNetBackbone=Swin-B2023.03 | 27.3 | — | — | |
| ExPoSeg+2024.12 | 26.8 | — | — | |
| ExPoSeg2026.01 | 26.8 | — | — | |
| ExPoSeg+Prompting=Detected keypoints, Mask/Detection Estimation=true2026.01 | 26.8 | — | — | |
| RTMDet-L2024.12 | 26.5 | — | — | |
| RTMDetSize=l2026.01 | 26.2 | — | — | |
| BaseNet-DPSBackbone=Swin-B2023.03 | 25.5 | — | — | |
| Pose2SegBackbone=ResNet-50-FPN2022.12 | 23.8 | — | — | |
| Pose2SegBackbone=R-502023.03 | 23.8 | — | — | |
| Pose2SegBackbone=Resnet50-fpn, Input of ground-truth keypoints=false2018.03 | 23.8 | 26.6 | 17.5 | |
| Pose2SegPrompting=Detected keypoints2026.01 | 23.8 | — | — | |
| Variant 2Backbone=ResNet-101-FPN, Protocol=TTG2022.12 | 22.1 | — | — | |
| Variant 2Backbone=ResNet-50-FPN, Protocol=TTG2022.12 | 20.9 | — | — | |
| ConvNeXt2024.12 | 20.4 | — | — | |
| ConvNeXt2026.01 | 20.4 | — | — | |
| CondInstBackbone=ResNet-50-FPN2022.12 | 20.1 | — | — | |
| HRNet2024.12 | 19.4 | — | — | |
| HRNet2026.01 | 19.4 | — | — | |
| Mask-RCNNBackbone=ResNet-50-FPN2022.12 | 16.9 | — | — | |
| Mask R-CNNBackbone=Resnet50-fpn2018.03 | 16.9 | 18.9 | 12.8 | |
| YOLACTBackbone=ResNet-101-FPN2022.12 | 13.5 | — | — |