Pose Estimation on OCHuman

Metric: Test AP (higher is better)

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#	Model↕	Test AP▼	Extra Data	Paper	Date↕	Code
1	ViTPose (ViTAE-G, GT bounding boxes)	93.3	Yes	ViTPose: Simple Vision Transformer Baselines for...	2022-04-26	Code
2	UniHCP (direct eval)	87.4	No	UniHCP: A Unified Model for Human-Centric Percep...	2023-03-06	Code
3	PoseBH-H	87	Yes	PoseBH: Prototypical Multi-Dataset Training Beyo...	2025-05-23	Code
4	RTMPose(RTMPose-l, GT bounding boxes)	80.3	Yes	RTMPose: Real-Time Multi-Person Pose Estimation ...	2023-03-13	Code
5	BBox-Mask-Pose 2x	48.3	Yes	Detection, Pose Estimation and Segmentation for ...	2024-12-02	Code
6	BBox-Mask-Pose 2x	48.3	Yes	Detection, Pose Estimation and Segmentation for ...	2024-12-02	Code
7	BUCTD (CID-W32)	47.2	No	Rethinking pose estimation in crowds: overcoming...	2023-06-13	Code
8	HQNet (ViT-L)	45.6	No	You Only Learn One Query: Learning Unified Human...	2023-12-09	Code
9	CID (HRNet-W48)	45	No	-	-	Code
10	MaskPose-b	45	Yes	Detection, Pose Estimation and Segmentation for ...	2024-12-02	Code
11	MIPNet (HRNet-W48)	42.5	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
12	MIPNet (HRNet-W48)	42.5	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
13	HQNet (ResNet-50)	40	No	You Only Learn One Query: Learning Unified Human...	2023-12-09	Code
14	HRNet-W48	37.2	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
15	HRNet-W48	37.2	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
16	HGG (AE+)	36	No	Differentiable Hierarchical Graph Grouping for M...	2020-07-23	-
17	HGG (AE+)	36	No	Differentiable Hierarchical Graph Grouping for M...	2020-07-23	-
18	ResNet-152	33.3	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
19	ResNet-152	33.3	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
20	Associative Embedding+	32.8	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
21	Associative Embedding+	32.8	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
22	RMPE	30.7	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
23	RMPE	30.7	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
24	ResNet-50	29.5	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
25	Associative Embedding	29.5	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
26	ResNet-50	29.5	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
27	Associative Embedding	29.5	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
28	Pose2Seg	23.8	No	Pose2Seg: Detection Free Human Instance Segmenta...	2018-03-28	Code

#1ViTPose (ViTAE-G, GT bounding boxes)SOTA
93.3
Test AP· Extra Data· 2022-04-26
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation Code
#2UniHCP (direct eval)
87.4
Test AP· 2023-03-06
UniHCP: A Unified Model for Human-Centric Perceptions Code
#3PoseBH-H
87
Test AP· Extra Data· 2025-05-23
PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation Code
#4RTMPose(RTMPose-l, GT bounding boxes)
80.3
Test AP· Extra Data· 2023-03-13
RTMPose: Real-Time Multi-Person Pose Estimation based on MMPose Code
#5BBox-Mask-Pose 2x
48.3
Test AP· Extra Data· 2024-12-02
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle Code
#6BBox-Mask-Pose 2x
48.3
Test AP· Extra Data· 2024-12-02
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle Code
#7BUCTD (CID-W32)
47.2
Test AP· 2023-06-13
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity Code
#8HQNet (ViT-L)
45.6
Test AP· 2023-12-09
You Only Learn One Query: Learning Unified Human Query for Single-Stage Multi-Person Multi-Task Human-Centric Perception Code
#9CID (HRNet-W48)
45
Test AP
No paperCode
#10MaskPose-b
45
Test AP· Extra Data· 2024-12-02
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle Code
#11MIPNet (HRNet-W48)SOTA
42.5
Test AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#12MIPNet (HRNet-W48)
42.5
Test AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#13HQNet (ResNet-50)
40
Test AP· 2023-12-09
You Only Learn One Query: Learning Unified Human Query for Single-Stage Multi-Person Multi-Task Human-Centric Perception Code
#14HRNet-W48
37.2
Test AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#15HRNet-W48
37.2
Test AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#16HGG (AE+)SOTA
36
Test AP· 2020-07-23
Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation
#17HGG (AE+)
36
Test AP· 2020-07-23
Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation
#18ResNet-152SOTA
33.3
Test AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#19ResNet-152
33.3
Test AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#20Associative Embedding+SOTA
32.8
Test AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#21Associative Embedding+
32.8
Test AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#22RMPE
30.7
Test AP· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#23RMPE
30.7
Test AP· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#24ResNet-50
29.5
Test AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#25Associative Embedding
29.5
Test AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#26ResNet-50
29.5
Test AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#27Associative Embedding
29.5
Test AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#28Pose2Seg
23.8
Test AP· 2018-03-28
Pose2Seg: Detection Free Human Instance Segmentation Code