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3D Human Pose Estimation

25 papers with code · Computer Vision
Subtask of Pose Estimation

3D Human Pose Estimation is the task of estimating the pose of a human from a picture or set of video frames.

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Greatest papers with code

Simple Baselines for Human Pose Estimation and Tracking

ECCV 2018 Microsoft/human-pose-estimation.pytorch

There has been significant progress on pose estimation and increasing interests on pose tracking in recent years.

3D HUMAN POSE ESTIMATION KEYPOINT DETECTION POSE TRACKING

A simple yet effective baseline for 3d human pose estimation

ICCV 2017 una-dinosauria/3d-pose-baseline

Following the success of deep convolutional networks, state-of-the-art methods for 3d human pose estimation have focused on deep end-to-end systems that predict 3d joint locations given raw image pixels.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION

3D human pose estimation in video with temporal convolutions and semi-supervised training

CVPR 2019 facebookresearch/VideoPose3D

We start with predicted 2D keypoints for unlabeled video, then estimate 3D poses and finally back-project to the input 2D keypoints.

3D HUMAN POSE ESTIMATION

QuaterNet: A Quaternion-based Recurrent Model for Human Motion

16 May 2018facebookresearch/QuaterNet

Deep learning for predicting or generating 3D human pose sequences is an active research area.

3D HUMAN POSE ESTIMATION MOTION ESTIMATION

Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach

ICCV 2017 xingyizhou/pytorch-pose-hg-3d

We propose a weakly-supervised transfer learning method that uses mixed 2D and 3D labels in a unified deep neutral network that presents two-stage cascaded structure.

3D HUMAN POSE ESTIMATION DEPTH ESTIMATION TRANSFER LEARNING

Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image

CVPR 2017 DenisTome/Lifting-from-the-Deep-release

We propose a unified formulation for the problem of 3D human pose estimation from a single raw RGB image that reasons jointly about 2D joint estimation and 3D pose reconstruction to improve both tasks.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION

An Integral Pose Regression System for the ECCV2018 PoseTrack Challenge

17 Sep 2018JimmySuen/integral-human-pose

For the ECCV 2018 PoseTrack Challenge, we present a 3D human pose estimation system based mainly on the integral human pose regression method.

3D HUMAN POSE ESTIMATION

3D Human Pose Machines with Self-supervised Learning

12 Jan 2019chanyn/3Dpose_ssl

Driven by recent computer vision and robotic applications, recovering 3D human poses has become increasingly important and attracted growing interests.

3D HUMAN POSE ESTIMATION

Self-Supervised Learning of 3D Human Pose using Multi-view Geometry

CVPR 2019 mkocabas/EpipolarPose

Training accurate 3D human pose estimators requires large amount of 3D ground-truth data which is costly to collect.

3D HUMAN POSE ESTIMATION

Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation

17 Aug 2018mohomran/neural_body_fitting

Direct prediction of 3D body pose and shape remains a challenge even for highly parameterized deep learning models.

3D HUMAN POSE ESTIMATION