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

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Showing 51–75 of 118 papers

Title	Date	Tasks	Status	Score
Boosting Semi-Supervised 2D Human Pose Estimation by Revisiting Data Augmentation and Consistency Training	Feb 18, 2024	2D Human Pose EstimationData Augmentation	CodeCode Available	5
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation	Aug 27, 2019	2D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	5
导师评价网数据已在Github备份，可直接检索导师个人信息！	Aug 25, 2020	2D Human Pose Estimation	CodeCode Available	5
Data-Free Backbone Fine-Tuning for Pruned Neural Networks	Jun 22, 2023	2D Human Pose Estimationimage-classification	CodeCode Available	5
Domain-Adaptive 2D Human Pose Estimation via Dual Teachers in Extremely Low-Light Conditions	Jul 22, 2024	2D Human Pose EstimationPose Estimation	CodeCode Available	5
Efficient, Self-Supervised Human Pose Estimation with Inductive Prior Tuning	Nov 6, 2023	2D Human Pose EstimationPose Estimation	CodeCode Available	5
EventGAN: Leveraging Large Scale Image Datasets for Event Cameras	Dec 3, 2019	2D Human Pose EstimationImage Reconstruction	CodeCode Available	5
Event Neural Networks	Dec 2, 2021	2D Human Pose EstimationImage Enhancement	CodeCode Available	5
FeatER: An Efficient Network for Human Reconstruction via Feature Map-Based TransformER	May 30, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	5
Learning from Synthetic Humans	Jan 5, 2017	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	5
Leolani: a reference machine with a theory of mind for social communication	Jun 5, 2018	10-shot image generation16k	CodeCode Available	5
LSTM Pose Machines	Dec 18, 2017	2D Human Pose EstimationPose Estimation	CodeCode Available	5
PifPaf: Composite Fields for Human Pose Estimation	Mar 15, 2019	2D Human Pose EstimationKeypoint Detection	CodeCode Available	5
Pose2Seg: Detection Free Human Instance Segmentation	Mar 28, 2018	2D Human Pose EstimationHuman Instance Segmentation	CodeCode Available	5
PoseFix: Model-agnostic General Human Pose Refinement Network	Dec 10, 2018	2D Human Pose EstimationKeypoint Detection	CodeCode Available	5
Preconditioned Stochastic Gradient Descent	Dec 14, 2015	2D Human Pose Estimation	CodeCode Available	5
RTMPose: Real-Time Multi-Person Pose Estimation based on MMPose	Mar 13, 2023	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	5
RTMW: Real-Time Multi-Person 2D and 3D Whole-body Pose Estimation	Jul 11, 2024	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	5
Semi-supervised Human Pose Estimation in Art-historical Images	Jul 6, 2022	2D Human Pose EstimationKeypoint Detection	CodeCode Available	5
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room	Aug 26, 2021	2D Human Pose EstimationInstance Segmentation	CodeCode Available	5
Full-Resolution Encoder-Decoder Networks with Multi-Scale Feature Fusion for Human Pose Estimation	Jun 1, 2021	2D Human Pose EstimationDecoder	—Unverified	0
Enhanced Mixtures of Part Model for Human Pose Estimation	Jan 22, 2015	2D Human Pose Estimation3D Pose Estimation	—Unverified	0
Multi-Person Pose Estimation with Enhanced Feature Aggregation and Selection	Mar 20, 2020	2D Human Pose EstimationKeypoint Detection	—Unverified	0
2D-3D Pose Consistency-based Conditional Random Fields for 3D Human Pose Estimation	Apr 13, 2017	2D Human Pose Estimation3D Human Pose Estimation	—Unverified	0
Efficient Vision Transformer for Human Pose Estimation via Patch Selection	Jun 7, 2023	2D Human Pose Estimation2D Pose 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