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 51–100 of 118 papers

Title	Date	Tasks	Status	Hype
Not All Tokens Are Equal: Human-centric Visual Analysis via Token Clustering Transformer	Apr 19, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	2
2D Human Pose Estimation: A Survey	Apr 15, 2022	2D Human Pose EstimationKeypoint Detection	—Unverified	0
Study of Robust Sparsity-Aware RLS algorithms with Jointly-Optimized Parameters for Impulsive Noise Environments	Apr 9, 2022	2D Human Pose Estimation	—Unverified	0
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation	Mar 16, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Poseur: Direct Human Pose Regression with Transformers	Jan 19, 2022	2D Human Pose EstimationKeypoint Detection	CodeCode Available	1
SmoothNet: A Plug-and-Play Network for Refining Human Poses in Videos	Dec 27, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Event Neural Networks	Dec 2, 2021	2D Human Pose EstimationImage Enhancement	CodeCode Available	0
Rethinking Deconvolution for 2D Human Pose Estimation Light yet Accurate Model for Real-time Edge Computing	Nov 8, 2021	2D Human Pose EstimationDecoder	—Unverified	0
Keypoint Communities	Oct 3, 2021	2D Human Pose EstimationCar Pose Estimation	CodeCode Available	1
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room	Aug 26, 2021	2D Human Pose EstimationInstance Segmentation	CodeCode Available	0
Greedy Offset-Guided Keypoint Grouping for Human Pose Estimation	Jul 7, 2021	2D Human Pose EstimationKeypoint Detection	CodeCode Available	1
HPRNet: Hierarchical Point Regression for Whole-Body Human Pose Estimation	Jun 8, 2021	2D Human Pose EstimationFace Detection	CodeCode Available	1
Full-Resolution Encoder-Decoder Networks with Multi-Scale Feature Fusion for Human Pose Estimation	Jun 1, 2021	2D Human Pose EstimationDecoder	—Unverified	0
Estimating Parkinsonism Severity in Natural Gait Videos of Older Adults with Dementia	May 7, 2021	2D Human Pose EstimationClassification	CodeCode Available	1
AGORA: Avatars in Geography Optimized for Regression Analysis	Apr 29, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded Scenes	Apr 15, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Location-Sensitive Visual Recognition with Cross-IOU Loss	Apr 11, 2021	2D Human Pose EstimationInstance Segmentation	CodeCode Available	1
What is it Like to Be a Bot: Simulated, Situated, Structurally Coherent Qualia (S3Q) Theory of Consciousness	Mar 13, 2021	2D Human Pose Estimation2D Object Detection	—Unverified	0
On the role of depth predictions for 3D human pose estimation	Mar 3, 2021	2D Human Pose Estimation3D Human Pose Estimation	—Unverified	0
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation	Jan 27, 2021	2D Human Pose EstimationKeypoint Detection	CodeCode Available	1
Removing the Bias of Integral Pose Regression	Jan 1, 2021	2D Human Pose Estimation2D Pose Estimation	—Unverified	0
Contextual Graph Reasoning Networks	Jan 1, 2021	2D Human Pose EstimationInstance Segmentation	—Unverified	0
Deep Learning-Based Human Pose Estimation: A Survey	Dec 24, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Learning Heatmap-Style Jigsaw Puzzles Provides Good Pretraining for 2D Human Pose Estimation	Dec 13, 2020	2D Human Pose Estimation2D Pose Estimation	—Unverified	0
Efficient Human Pose Estimation with Depthwise Separable Convolution and Person Centroid Guided Joint Grouping	Dec 6, 2020	2D Human Pose EstimationMulti-Person Pose Estimation	—Unverified	0
An Empirical Study of the Collapsing Problem in Semi-Supervised 2D Human Pose Estimation	Nov 25, 2020	2D Human Pose EstimationPose Estimation	CodeCode Available	1
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer	Nov 17, 2020	2D Human Pose EstimationKeypoint Detection	CodeCode Available	1
A random-walk based epidemiological model	Nov 6, 2020	2D Human Pose Estimationmodel	—Unverified	0
Scalable Hierarchical Agglomerative Clustering	Oct 22, 2020	2D Human Pose EstimationClustering	CodeCode Available	1
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	0
AutoPose: Searching Multi-Scale Branch Aggregation for Pose Estimation	Aug 16, 2020	2D Human Pose EstimationGPU	CodeCode Available	0
Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation	Jul 23, 2020	2D Human Pose EstimationClustering	—Unverified	0
Whole-Body Human Pose Estimation in the Wild	Jul 23, 2020	2D Human Pose EstimationFacial Landmark Detection	CodeCode Available	1
Human Pose Estimation on Privacy-Preserving Low-Resolution Depth Images	Jul 16, 2020	2D Human Pose EstimationPose Estimation	CodeCode Available	1
EfficientHRNet: Efficient Scaling for Lightweight High-Resolution Multi-Person Pose Estimation	Jul 16, 2020	2D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	1
BlazePose: On-device Real-time Body Pose tracking	Jun 17, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	4
EfficientPose: Scalable single-person pose estimation	Apr 25, 2020	2D Human Pose EstimationComputational Efficiency	CodeCode Available	1
Multi-Person Pose Estimation with Enhanced Feature Aggregation and Selection	Mar 20, 2020	2D Human Pose EstimationKeypoint Detection	—Unverified	0
Metric-Scale Truncation-Robust Heatmaps for 3D Human Pose Estimation	Mar 5, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Optimization of Passive Chip Components Placement with Self-Alignment Effect for Advanced Surface Mounting Technology	Jan 27, 2020	2D Human Pose EstimationPosition	—Unverified	0
Second-order Information in First-order Optimization Methods	Dec 20, 2019	2D Human Pose Estimation	—Unverified	0
EventGAN: Leveraging Large Scale Image Datasets for Event Cameras	Dec 3, 2019	2D Human Pose EstimationImage Reconstruction	CodeCode Available	0
Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation	Nov 24, 2019	2D Human Pose EstimationKeypoint Detection	CodeCode Available	1
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation	Aug 27, 2019	2D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	0
Dynamic Kernel Distillation for Efficient Pose Estimation in Videos	Aug 24, 2019	2D Human Pose EstimationPose Estimation	—Unverified	0
PifPaf: Composite Fields for Human Pose Estimation	Mar 15, 2019	2D Human Pose EstimationKeypoint Detection	CodeCode Available	0
Deep High-Resolution Representation Learning for Human Pose Estimation	Feb 25, 2019	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	1
Human Pose Estimation using Motion Priors and Ensemble Models	Jan 26, 2019	2D Human Pose Estimation3D Human Pose Tracking	—Unverified	0
PoseFix: Model-agnostic General Human Pose Refinement Network	Dec 10, 2018	2D Human Pose EstimationKeypoint Detection	CodeCode Available	0
Near-Optimal Representation Learning for Hierarchical Reinforcement Learning	Oct 2, 2018	2D Human Pose Estimationcontinuous-control	CodeCode Available	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