ML Research Wiki / Benchmarks / Human Instance Segmentation / OCHuman

OCHuman

Human Instance Segmentation Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: AP

Top Performing Models

Rank Model Paper AP Date Code
1 BBox-Mask-Pose 2x Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle 32.40 2024-12-02 📦 MiraPurkrabek/BBoxMaskPose
2 Crowd-SAM (ViT-L) Crowd-SAM: SAM as a Smart Annotator for Object Detection in Crowded Scenes 31.40 2024-07-16 📦 felixcaae/crowdsam
3 HQNet (ResNet-50) You Only Learn One Query: Learning Unified Human Query for Single-Stage Multi-Person Multi-Task Human-Centric Perception 31.10 2023-12-09 📦 lishuhuai527/coco-unihuman
4 BlendMask + CIS Real-time Human-Centric Segmentation for Complex Video Scenes 29.80 2021-08-16 📦 iigroup/hvisnet
5 Mask2Former + Occlusion C&P Humans need not label more humans: Occlusion Copy & Paste for Occluded Human Instance Segmentation 28.30 2022-10-07 📦 levan92/occlusion-copy-paste
6 CondInst + CIS Real-time Human-Centric Segmentation for Complex Video Scenes 28.10 2021-08-16 📦 iigroup/hvisnet
7 Mask2Former Object-Centric Multi-Task Learning for Human Instances 27.80 2023-03-13 -
8 HCQNet Object-Centric Multi-Task Learning for Human Instances 27.30 2023-03-13 -
9 RTMDet-ins-l Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle 26.50 2024-12-02 📦 MiraPurkrabek/BBoxMaskPose
10 BaseNet-DPS Object-Centric Multi-Task Learning for Human Instances 25.50 2023-03-13 -

All Papers (14)

MiraPurkrabek/BBoxMaskPose
felixcaae/crowdsam
lishuhuai527/coco-unihuman
iigroup/hvisnet
levan92/occlusion-copy-paste
iigroup/hvisnet
MiraPurkrabek/BBoxMaskPose
open-mmlab/mmpose liruilong940607/Pose2Seg
iigroup/hvisnet
lkeab/BCNet