OpenCodePapers

human-instance-segmentation-on-ochuman

Instance SegmentationHuman Instance Segmentation
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Click a sortable column header to sort.
PaperCodeAPModelNameReleaseDate
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle✓ Link32.4BBox-Mask-Pose 2x2024-12-02
Crowd-SAM: SAM as a Smart Annotator for Object Detection in Crowded Scenes✓ Link31.4Crowd-SAM (ViT-L)2024-07-16
You Only Learn One Query: Learning Unified Human Query for Single-Stage Multi-Person Multi-Task Human-Centric Perception✓ Link31.1HQNet (ResNet-50)2023-12-09
Real-time Human-Centric Segmentation for Complex Video Scenes✓ Link29.8BlendMask + CIS2021-08-16
Humans need not label more humans: Occlusion Copy & Paste for Occluded Human Instance Segmentation✓ Link28.3Mask2Former + Occlusion C&P2022-10-07
Real-time Human-Centric Segmentation for Complex Video Scenes✓ Link28.1CondInst + CIS2021-08-16
Object-Centric Multi-Task Learning for Human Instances27.8Mask2Former2023-03-13
Object-Centric Multi-Task Learning for Human Instances27.3HCQNet2023-03-13
PoSeg: Pose-Aware Refinement Network for Human Instance Segmentation26.8ExPoSeg2020-01-07
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle✓ Link26.5RTMDet-ins-l2024-12-02
PoSeg: Pose-Aware Refinement Network for Human Instance Segmentation26.4JoPoSeg2020-01-07
Object-Centric Multi-Task Learning for Human Instances25.5BaseNet-DPS2023-03-13
Pose2Seg: Detection Free Human Instance Segmentation✓ Link23.8Pose2Seg2018-03-28
Real-time Human-Centric Segmentation for Complex Video Scenes✓ Link23.4PolarMask + CIS2021-08-16
Test-time Adaptation vs. Training-time Generalization: A Case Study in Human Instance Segmentation using Keypoints Estimation22.42ResNet-101-FPN + TTG v12022-12-12
Occlusion-Aware Instance Segmentation via BiLayer Network Architectures✓ Link20.6BCNet2022-08-08
Count- and Similarity-aware R-CNN for Pedestrian Detection18.0CaSe
Count- and Similarity-aware R-CNN for Pedestrian Detection16.9Mask RCNN
Check out how to contribute new results. Then edit this file on GitLab or GitHub.