3D Human Pose Estimation
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Benchmarks
3DPW
MPI-INF-3DHP
Human3.6M
HumanEva-I
H3WB
Total Capture
EMDB
AGORA
Panoptic
Surreal
AIST++
RICH
SLOPER4D
UBody
SkiPose
DHP19
SPEC-MTP
3DOH50K
CHALL H80K
HSPACE
ITOP front-view
JTA
Waymo Open Dataset
Most implemented
Convolutional Pose Machines
Deep High-Resolution Representation Learning for Human Pose Estimation
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition
DensePose: Dense Human Pose Estimation In The Wild
A simple yet effective baseline for 3d human pose estimation
Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image
Papers
MEOM: Multi-View Expected-OKS Maximization for Human Pose Triangulation
Conventional algebraic triangulation solves 3D human pose estimation (HPE) from multi-view 2D keypoints. The typical approach, decoding 2D keypoints from predicted heatmaps, is unreliable as heatmaps can be multimodal un…
3D Human Pose EstimationTSR-Ego: Temporally Guided Stereo Refinement Framework for Egocentric 3D Human Pose Estimation
Egocentric 3D human pose estimation from head-mounted stereo cameras is challenging due to fisheye distortion, severe self-occlusion, and frequent truncation of body joints outside the camera field of view. Recent stereo…
3D Human Pose EstimationPose PredictionPose-to-Biomechanics: Bridging 3D Human Pose Estimation and Biomechanical Attribute Prediction
Recent progress in 3D human pose estimation has made markerless recovery of skeletal motion increasingly accurate and scalable. However, most pose estimators remain optimized for geometric keypoint accuracy, while many r…
3D Human Pose EstimationRePos: Relative-to-Absolute Pose Factorization for Cross-Environment WiFi-Based 3D Human Pose Estimation
Device-free 3D human pose estimation from commodity WiFi Channel State Information (CSI) enables human sensing that preserves privacy and tolerates poor illumination, but its deployment is limited by poor generalization …
3D Human Pose EstimationDisPOSE: Projected Polystochastic Diffusion for Self-Supervised Multi-View 3D Human Pose Estimation
Recovering 3D human poses for multiple individuals from different camera views is a fundamental bottleneck for analyzing interacting behaviors. Existing self-supervised approaches leverage synthetic catalogues of 3D pose…
3D Human Pose EstimationFrom Sparse to Dense: Spatio-Temporal Fusion for Multi-View 3D Human Pose Estimation with DenseWarper
In multi-view 3D human pose estimation, models typically rely on images captured simultaneously from different camera views to predict a pose at a specific moment. While providing accurate spatial information, this tradi…
3D Human Pose Estimation