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SotA/Computer Vision/Human Instance Segmentation/OCHuman

Human Instance Segmentation on OCHuman

Metric: AP (higher is better)

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#Model↕AP▼Extra DataPaperDate↕Code
1Pose2Seg (plus ground-truth keypoints)55.2NoPose2Seg: Detection Free Human Instance Segmenta...2018-03-28Code
2BBox-Mask-Pose 2x32.4NoDetection, Pose Estimation and Segmentation for ...2024-12-02Code
3Crowd-SAM (ViT-L)31.4NoCrowd-SAM: SAM as a Smart Annotator for Object D...2024-07-16Code
4HQNet (ResNet-50)31.1NoYou Only Learn One Query: Learning Unified Human...2023-12-09Code
5BlendMask + CIS29.8NoReal-time Human-Centric Segmentation for Complex...2021-08-16Code
6Mask2Former + Occlusion C&P28.3NoHumans need not label more humans: Occlusion Cop...2022-10-07Code
7CondInst + CIS28.1NoReal-time Human-Centric Segmentation for Complex...2021-08-16Code
8Mask2Former27.8NoObject-Centric Multi-Task Learning for Human Ins...2023-03-13-
9HCQNet27.3NoObject-Centric Multi-Task Learning for Human Ins...2023-03-13-
10ExPoSeg26.8No---
11RTMDet-ins-l26.5NoDetection, Pose Estimation and Segmentation for ...2024-12-02Code
12JoPoSeg26.4No---
13BaseNet-DPS25.5NoObject-Centric Multi-Task Learning for Human Ins...2023-03-13-
14Pose2Seg23.8NoPose2Seg: Detection Free Human Instance Segmenta...2018-03-28Code
15PolarMask + CIS23.4NoReal-time Human-Centric Segmentation for Complex...2021-08-16Code
16ResNet-101-FPN + TTG v122.42NoTest-time Adaptation vs. Training-time Generaliz...2022-12-12-
17BCNet20.6NoOcclusion-Aware Instance Segmentation via BiLaye...2022-08-08Code
18CaSe18No---
19Mask RCNN16.9No---