3D on OCHuman

Metric: Validation AP (higher is better)

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#	Model↕	Validation AP▼	Augmentations	Paper	Date↕	Code
1	ViTPose (ViTAE-G, GT bounding boxes)	92.8	Yes	ViTPose: Simple Vision Transformer Baselines for...	2022-04-26	Code
2	PoseBH-H	86	Yes	PoseBH: Prototypical Multi-Dataset Training Beyo...	2025-05-23	Code
3	RTMPose(RTMPose-l, GT bounding boxes)	80.5	Yes	RTMPose: Real-Time Multi-Person Pose Estimation ...	2023-03-13	Code
4	MIPNet (gt-bb)	74.1	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
5	I²R-Net (1st stage:TransPose-H)	67.8	No	I^2R-Net: Intra- and Inter-Human Relation Networ...	2022-06-22	Code
6	TransPose-H	62.3	No	TransPose: Keypoint Localization via Transformer	2020-12-28	Code
7	HRFormer-B	62.1	No	HRFormer: High-Resolution Transformer for Dense ...	2021-10-18	Code
8	BBox-Mask-Pose 2x	48.6	Yes	Detection, Pose Estimation and Segmentation for ...	2024-12-02	Code
9	BBox-Mask-Pose 2x	48.6	Yes	Detection, Pose Estimation and Segmentation for ...	2024-12-02	Code
10	BUCTD (CID-W32)	47.7	No	Rethinking pose estimation in crowds: overcoming...	2023-06-13	Code
11	SPM	47.6	No	Single-Stage Multi-Person Pose Machines	2019-08-24	Code
12	CID (HRNet-W48)	46.1	No	-	-	Code
13	MaskPose-b	45.3	Yes	Detection, Pose Estimation and Segmentation for ...	2024-12-02	Code
14	MIPNet (HRNet-W48)	42	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
15	MIPNet (HRNet-W48)	42	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
16	HGG (AE+)	41.8	No	Differentiable Hierarchical Graph Grouping for M...	2020-07-23	-
17	HGG (AE+)	41.8	No	Differentiable Hierarchical Graph Grouping for M...	2020-07-23	-
18	ResNet-152	41	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
19	ResNet-152	41	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
20	Associative Embedding+	40	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
21	Associative Embedding+	40	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
22	RMPE	38.8	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
23	RMPE	38.8	No	RMPE: Regional Multi-person Pose Estimation	2016-12-01	Code
24	HRNet-W48	37.8	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
25	HRNet-W48	37.8	No	Multi-Instance Pose Networks: Rethinking Top-Dow...	2021-01-27	Code
26	ResNet-50	32.1	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
27	Associative Embedding	32.1	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
28	ResNet-50	32.1	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
29	Associative Embedding	32.1	No	Associative Embedding: End-to-End Learning for J...	2016-11-16	Code
30	CrowdPose	27.5	No	CrowdPose: Efficient Crowded Scenes Pose Estimat...	2018-12-02	Code
31	SimplePose	24.1	No	Simple Baselines for Human Pose Estimation and T...	2018-04-17	Code
32	Mask R-CNN	20.2	No	Mask R-CNN	2017-03-20	Code

#1ViTPose (ViTAE-G, GT bounding boxes)SOTA
92.8
Validation AP· Augmentations· 2022-04-26
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation Code
#2PoseBH-H
86
Validation AP· Augmentations· 2025-05-23
PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation Code
#3RTMPose(RTMPose-l, GT bounding boxes)
80.5
Validation AP· Augmentations· 2023-03-13
RTMPose: Real-Time Multi-Person Pose Estimation based on MMPose Code
#4MIPNet (gt-bb)SOTA
74.1
Validation AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#5I²R-Net (1st stage:TransPose-H)
67.8
Validation AP· 2022-06-22
I^2R-Net: Intra- and Inter-Human Relation Network for Multi-Person Pose Estimation Code
#6TransPose-HSOTA
62.3
Validation AP· 2020-12-28
TransPose: Keypoint Localization via Transformer Code
#7HRFormer-B
62.1
Validation AP· 2021-10-18
HRFormer: High-Resolution Transformer for Dense Prediction Code
#8BBox-Mask-Pose 2x
48.6
Validation AP· Augmentations· 2024-12-02
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle Code
#9BBox-Mask-Pose 2x
48.6
Validation AP· Augmentations· 2024-12-02
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle Code
#10BUCTD (CID-W32)
47.7
Validation AP· 2023-06-13
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity Code
#11SPMSOTA
47.6
Validation AP· 2019-08-24
Single-Stage Multi-Person Pose Machines Code
#12CID (HRNet-W48)
46.1
Validation AP
No paperCode
#13MaskPose-b
45.3
Validation AP· Augmentations· 2024-12-02
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle Code
#14MIPNet (HRNet-W48)
42
Validation AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#15MIPNet (HRNet-W48)
42
Validation AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#16HGG (AE+)
41.8
Validation AP· 2020-07-23
Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation
#17HGG (AE+)
41.8
Validation AP· 2020-07-23
Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation
#18ResNet-152SOTA
41
Validation AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#19ResNet-152
41
Validation AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#20Associative Embedding+SOTA
40
Validation AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#21Associative Embedding+
40
Validation AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#22RMPE
38.8
Validation AP· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#23RMPE
38.8
Validation AP· 2016-12-01
RMPE: Regional Multi-person Pose Estimation Code
#24HRNet-W48
37.8
Validation AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#25HRNet-W48
37.8
Validation AP· 2021-01-27
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation Code
#26ResNet-50
32.1
Validation AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#27Associative Embedding
32.1
Validation AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#28ResNet-50
32.1
Validation AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#29Associative Embedding
32.1
Validation AP· 2016-11-16
Associative Embedding: End-to-End Learning for Joint Detection and Grouping Code
#30CrowdPose
27.5
Validation AP· 2018-12-02
CrowdPose: Efficient Crowded Scenes Pose Estimation and A New Benchmark Code
#31SimplePose
24.1
Validation AP· 2018-04-17
Simple Baselines for Human Pose Estimation and Tracking Code
#32Mask R-CNN
20.2
Validation AP· 2017-03-20
Mask R-CNN Code