Human Instance Segmentation on OCHuman

Metric: AP (higher is better)

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#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	Pose2Seg (plus ground-truth keypoints)	55.2	No	Pose2Seg: Detection Free Human Instance Segmenta...	2018-03-28	Code
2	BBox-Mask-Pose 2x	32.4	No	Detection, Pose Estimation and Segmentation for ...	2024-12-02	Code
3	Crowd-SAM (ViT-L)	31.4	No	Crowd-SAM: SAM as a Smart Annotator for Object D...	2024-07-16	Code
4	HQNet (ResNet-50)	31.1	No	You Only Learn One Query: Learning Unified Human...	2023-12-09	Code
5	BlendMask + CIS	29.8	No	Real-time Human-Centric Segmentation for Complex...	2021-08-16	Code
6	Mask2Former + Occlusion C&P	28.3	No	Humans need not label more humans: Occlusion Cop...	2022-10-07	Code
7	CondInst + CIS	28.1	No	Real-time Human-Centric Segmentation for Complex...	2021-08-16	Code
8	Mask2Former	27.8	No	Object-Centric Multi-Task Learning for Human Ins...	2023-03-13	-
9	HCQNet	27.3	No	Object-Centric Multi-Task Learning for Human Ins...	2023-03-13	-
10	ExPoSeg	26.8	No	-	-	-
11	RTMDet-ins-l	26.5	No	Detection, Pose Estimation and Segmentation for ...	2024-12-02	Code
12	JoPoSeg	26.4	No	-	-	-
13	BaseNet-DPS	25.5	No	Object-Centric Multi-Task Learning for Human Ins...	2023-03-13	-
14	Pose2Seg	23.8	No	Pose2Seg: Detection Free Human Instance Segmenta...	2018-03-28	Code
15	PolarMask + CIS	23.4	No	Real-time Human-Centric Segmentation for Complex...	2021-08-16	Code
16	ResNet-101-FPN + TTG v1	22.42	No	Test-time Adaptation vs. Training-time Generaliz...	2022-12-12	-
17	BCNet	20.6	No	Occlusion-Aware Instance Segmentation via BiLaye...	2022-08-08	Code
18	CaSe	18	No	-	-	-
19	Mask RCNN	16.9	No	-	-	-

#1Pose2Seg (plus ground-truth keypoints)SOTA
55.2
AP· 2018-03-28
Pose2Seg: Detection Free Human Instance Segmentation Code
#2BBox-Mask-Pose 2x
32.4
AP· 2024-12-02
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle Code
#3Crowd-SAM (ViT-L)
31.4
AP· 2024-07-16
Crowd-SAM: SAM as a Smart Annotator for Object Detection in Crowded Scenes Code
#4HQNet (ResNet-50)
31.1
AP· 2023-12-09
You Only Learn One Query: Learning Unified Human Query for Single-Stage Multi-Person Multi-Task Human-Centric Perception Code
#5BlendMask + CIS
29.8
AP· 2021-08-16
Real-time Human-Centric Segmentation for Complex Video Scenes Code
#6Mask2Former + Occlusion C&P
28.3
AP· 2022-10-07
Humans need not label more humans: Occlusion Copy & Paste for Occluded Human Instance Segmentation Code
#7CondInst + CIS
28.1
AP· 2021-08-16
Real-time Human-Centric Segmentation for Complex Video Scenes Code
#8Mask2Former
27.8
AP· 2023-03-13
Object-Centric Multi-Task Learning for Human Instances
#9HCQNet
27.3
AP· 2023-03-13
Object-Centric Multi-Task Learning for Human Instances
#10ExPoSeg
26.8
AP
No paper
#11RTMDet-ins-l
26.5
AP· 2024-12-02
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle Code
#12JoPoSeg
26.4
AP
No paper
#13BaseNet-DPS
25.5
AP· 2023-03-13
Object-Centric Multi-Task Learning for Human Instances
#14Pose2Seg
23.8
AP· 2018-03-28
Pose2Seg: Detection Free Human Instance Segmentation Code
#15PolarMask + CIS
23.4
AP· 2021-08-16
Real-time Human-Centric Segmentation for Complex Video Scenes Code
#16ResNet-101-FPN + TTG v1
22.42
AP· 2022-12-12
Test-time Adaptation vs. Training-time Generalization: A Case Study in Human Instance Segmentation using Keypoints Estimation
#17BCNet
20.6
AP· 2022-08-08
Occlusion-Aware Instance Segmentation via BiLayer Network Architectures Code
#18CaSe
18
AP
No paper
#19Mask RCNN
16.9
AP
No paper