SOTAVerified

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

Showing 5175 of 118 papers

TitleStatusHype
Advanced Baseline for 3D Human Pose Estimation: A Two-Stage Approach0
Alibaba at IJCNLP-2017 Task 1: Embedding Grammatical Features into LSTMs for Chinese Grammatical Error Diagnosis Task0
A New Teacher-Reviewer-Student Framework for Semi-supervised 2D Human Pose Estimation0
A random-walk based epidemiological model0
Beyond Tree Structure Models: A New Occlusion Aware Graphical Model for Human Pose Estimation0
BTranspose: Bottleneck Transformers for Human Pose Estimation with Self-Supervised Pre-Training0
Classroom-Inspired Multi-Mentor Distillation with Adaptive Learning Strategies0
Contextual Graph Reasoning Networks0
DeepSkeleton: Skeleton Map for 3D Human Pose Regression0
Developing Normative Gait Cycle Parameters for Clinical Analysis Using Human Pose Estimation0
Differentiable Hierarchical Graph Grouping for Multi-Person Pose Estimation0
Differentially Private 2D Human Pose Estimation0
Distilling Token-Pruned Pose Transformer for 2D Human Pose Estimation0
Dynamic Kernel Distillation for Efficient Pose Estimation in Videos0
Efficient Human Pose Estimation with Depthwise Separable Convolution and Person Centroid Guided Joint Grouping0
Efficient Vision Transformer for Human Pose Estimation via Patch Selection0
Enhanced Mixtures of Part Model for Human Pose Estimation0
Full-Resolution Encoder-Decoder Networks with Multi-Scale Feature Fusion for Human Pose Estimation0
GTPT: Group-based Token Pruning Transformer for Efficient Human Pose Estimation0
Heatmap Distribution Matching for Human Pose Estimation0
Human Pose Estimation in Monocular Omnidirectional Top-View Images0
Human Pose Estimation using Motion Priors and Ensemble Models0
Learning Heatmap-Style Jigsaw Puzzles Provides Good Pretraining for 2D Human Pose Estimation0
Learning Structure-Guided Diffusion Model for 2D Human Pose Estimation0
M3GYM: A Large-Scale Multimodal Multi-view Multi-person Pose Dataset for Fitness Activity Understanding in Real-world Settings0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RTMW-xWB70.2Unverified
2PCNetWB66.4Unverified
3ZoomNAS (V1.0 data)WB65.4Unverified
4RTMPoseWB65.3Unverified
5TCFormerWB64.2Unverified
6ZoomNet (V1.0 data)WB63Unverified
7Sapiens-0.3BWB62Unverified
8ViTPose+-HWB61.2Unverified
9Zauss et al.WB60.4Unverified
10RTMW-mWB58Unverified
#ModelMetricClaimedVerifiedStatus
1UniPoseAP0.76Unverified
2RTMPose-lAP (gt bbox)0.75Unverified
3ED-Pose (R50)AP0.72Unverified
4ViTPose-hAP0.47Unverified
5ViTPose-lAP0.46Unverified
6HRNet-w48AP0.42Unverified
7ViTpose-bAP0.41Unverified
8HRNet-w32AP0.4Unverified
9ViTPose-sAP0.38Unverified
10RTMPose-sAP0.31Unverified
#ModelMetricClaimedVerifiedStatus
1DeciWatchPCK98.8Unverified
2PoseidonPCK97.3Unverified
3SimplePosePCK94.4Unverified
4DKD (ResNet50)PCK94Unverified
5LSTM PMPCK93.6Unverified
#ModelMetricClaimedVerifiedStatus
1SEFDTest AP44.1Unverified
2ResNet-50Test AP30.4Unverified
3Pose2SegTest AP23.8Unverified
#ModelMetricClaimedVerifiedStatus
1mitsimpo10-20% Mask PSNR12Unverified
#ModelMetricClaimedVerifiedStatus
1DA-LLPoseAP5Unverified
#ModelMetricClaimedVerifiedStatus
1DA-LLPoseAP18.6Unverified
#ModelMetricClaimedVerifiedStatus
1DA-LLPoseAP35.6Unverified
#ModelMetricClaimedVerifiedStatus
1DA-LLPoseAP39.1Unverified
#ModelMetricClaimedVerifiedStatus
1DA-LLPoseAP36.2Unverified