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Human Instance Segmentation
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OCHuman
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
-
-
-