2D Human Pose Estimation

What is Human Pose Estimation? Human pose estimation is the process of estimating the configuration of the body (pose) from a single, typically monocular, image. Background. Human pose estimation is one of the key problems in computer vision that has been studied for well over 15 years. The reason for its importance is the abundance of applications that can benefit from such a technology. For example, human pose estimation allows for higher-level reasoning in the context of human-computer interaction and activity recognition; it is also one of the basic building blocks for marker-less motion capture (MoCap) technology. MoCap technology is useful for applications ranging from character animation to clinical analysis of gait pathologies.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 118 papers

Title	Date	Tasks	Status	Hype
Learning Structure-Guided Diffusion Model for 2D Human Pose Estimation	Jun 29, 2023	2D Human Pose EstimationDenoising	—Unverified	0
Data-Free Backbone Fine-Tuning for Pruned Neural Networks	Jun 22, 2023	2D Human Pose Estimationimage-classification	CodeCode Available	0
Efficient Vision Transformer for Human Pose Estimation via Patch Selection	Jun 7, 2023	2D Human Pose Estimation2D Pose Estimation	—Unverified	0
Human Pose Estimation in Monocular Omnidirectional Top-View Images	Apr 17, 2023	2D Human Pose Estimation3D Human Pose Estimation	—Unverified	0
Distilling Token-Pruned Pose Transformer for 2D Human Pose Estimation	Apr 12, 2023	2D Human Pose EstimationPose Estimation	—Unverified	0
Monocular 3D Human Pose Estimation for Sports Broadcasts using Partial Sports Field Registration	Apr 10, 2023	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
RTMPose: Real-Time Multi-Person Pose Estimation based on MMPose	Mar 13, 2023	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	0
Semi-Supervised 2D Human Pose Estimation Driven by Position Inconsistency Pseudo Label Correction Module	Mar 8, 2023	2D Human Pose EstimationPose Estimation	CodeCode Available	1
Explicit Box Detection Unifies End-to-End Multi-Person Pose Estimation	Feb 3, 2023	2D Human Pose EstimationDecoder	CodeCode Available	1
Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History	Jan 12, 2023	2D Human Pose Estimation2D Object Detection	—Unverified	0
SEFD: Learning to Distill Complex Pose and Occlusion	Jan 1, 2023	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Advanced Baseline for 3D Human Pose Estimation: A Two-Stage Approach	Dec 21, 2022	2D Human Pose Estimation3D Human Pose Estimation	—Unverified	0
ViTPose++: Vision Transformer for Generic Body Pose Estimation	Dec 7, 2022	2D Human Pose EstimationAnimal Pose Estimation	CodeCode Available	3
2D Human Pose Estimation with Explicit Anatomical Keypoints Structure Constraints	Dec 5, 2022	2D Human Pose EstimationPose Estimation	—Unverified	0
AIO-P: Expanding Neural Performance Predictors Beyond Image Classification	Nov 30, 2022	2D Human Pose EstimationClassification	CodeCode Available	1
Heatmap Distribution Matching for Human Pose Estimation	Oct 3, 2022	2D Human Pose EstimationPose Estimation	—Unverified	0
PPT: token-Pruned Pose Transformer for monocular and multi-view human pose estimation	Sep 16, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
ZoomNAS: Searching for Whole-body Human Pose Estimation in the Wild	Aug 23, 2022	2D Human Pose EstimationNeural Architecture Search	CodeCode Available	2
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model	Jul 14, 2022	2D Human Pose Estimation2D Object Detection	CodeCode Available	3
Semi-Perspective Decoupled Heatmaps for 3D Robot Pose Estimation from Depth Maps	Jul 6, 2022	2D Human Pose EstimationDomain Adaptation	—Unverified	0
Semi-supervised Human Pose Estimation in Art-historical Images	Jul 6, 2022	2D Human Pose EstimationKeypoint Detection	CodeCode Available	0
FeatER: An Efficient Network for Human Reconstruction via Feature Map-Based TransformER	May 30, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	0
Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation	May 3, 2022	2D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	2
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation	Apr 26, 2022	2D Human Pose EstimationKeypoint Detection	CodeCode Available	3
BTranspose: Bottleneck Transformers for Human Pose Estimation with Self-Supervised Pre-Training	Apr 21, 2022	2D Human Pose EstimationPose Estimation	—Unverified	0

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All datasets COCO-WholeBody Human-Art JHMDB (2D poses only)OCHuman Alibaba Cluster Trace ExLPose-LL-E ExLPose-LL-H ExLPose-LL-N ExLPose-OCN-A7M3 ExLPose-OCN-RICOH3

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RTMW-x	WB	70.2	—	Unverified
2	PCNet	WB	66.4	—	Unverified
3	ZoomNAS (V1.0 data)	WB	65.4	—	Unverified
4	RTMPose	WB	65.3	—	Unverified
5	TCFormer	WB	64.2	—	Unverified
6	ZoomNet (V1.0 data)	WB	63	—	Unverified
7	Sapiens-0.3B	WB	62	—	Unverified
8	ViTPose+-H	WB	61.2	—	Unverified
9	Zauss et al.	WB	60.4	—	Unverified
10	RTMW-m	WB	58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniPose	AP	0.76	—	Unverified
2	RTMPose-l	AP (gt bbox)	0.75	—	Unverified
3	ED-Pose (R50)	AP	0.72	—	Unverified
4	ViTPose-h	AP	0.47	—	Unverified
5	ViTPose-l	AP	0.46	—	Unverified
6	HRNet-w48	AP	0.42	—	Unverified
7	ViTpose-b	AP	0.41	—	Unverified
8	HRNet-w32	AP	0.4	—	Unverified
9	ViTPose-s	AP	0.38	—	Unverified
10	RTMPose-s	AP	0.31	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeciWatch	PCK	98.8	—	Unverified
2	Poseidon	PCK	97.3	—	Unverified
3	SimplePose	PCK	94.4	—	Unverified
4	DKD (ResNet50)	PCK	94	—	Unverified
5	LSTM PM	PCK	93.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEFD	Test AP	44.1	—	Unverified
2	ResNet-50	Test AP	30.4	—	Unverified
3	Pose2Seg	Test AP	23.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mitsimpo	10-20% Mask PSNR	12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DA-LLPose	AP	5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DA-LLPose	AP	18.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DA-LLPose	AP	35.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DA-LLPose	AP	39.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DA-LLPose	AP	36.2	—	Unverified