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 76100 of 118 papers

TitleStatusHype
MoDeep: A Deep Learning Framework Using Motion Features for Human Pose Estimation0
Multi-Person Pose Estimation with Enhanced Feature Aggregation and Selection0
On the Calibration of Human Pose Estimation0
On the role of depth predictions for 3D human pose estimation0
Optimization of Passive Chip Components Placement with Self-Alignment Effect for Advanced Surface Mounting Technology0
Part-Aligned Bilinear Representations for Person Re-identification0
PCNet: a human pose compensation network based on incremental learning for sports actions estimation0
Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History0
Prior-guided Source-free Domain Adaptation for Human Pose Estimation0
Removing the Bias of Integral Pose Regression0
Rethinking Deconvolution for 2D Human Pose Estimation Light yet Accurate Model for Real-time Edge Computing0
Second-order Information in First-order Optimization Methods0
Semi-Perspective Decoupled Heatmaps for 3D Robot Pose Estimation from Depth Maps0
Semi-supervised 2D Human Pose Estimation via Adaptive Keypoint Masking0
Study of Robust Sparsity-Aware RLS algorithms with Jointly-Optimized Parameters for Impulsive Noise Environments0
Transformer-based Fusion of 2D-pose and Spatio-temporal Embeddings for Distracted Driver Action Recognition0
UniHPE: Towards Unified Human Pose Estimation via Contrastive Learning0
What is it Like to Be a Bot: Simulated, Situated, Structurally Coherent Qualia (S3Q) Theory of Consciousness0
Learning from Synthetic HumansCode0
RTMPose: Real-Time Multi-Person Pose Estimation based on MMPoseCode0
RTMW: Real-Time Multi-Person 2D and 3D Whole-body Pose EstimationCode0
FeatER: An Efficient Network for Human Reconstruction via Feature Map-Based TransformERCode0
Event Neural NetworksCode0
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating roomCode0
EventGAN: Leveraging Large Scale Image Datasets for Event CamerasCode0
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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