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3D Human Pose Estimation

36 papers with code ยท 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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Latest papers without code

Weakly-Supervised 3D Pose Estimation from a Single Image using Multi-View Consistency

13 Sep 2019

We present a novel data-driven regularizer for weakly-supervised learning of 3D human pose estimation that eliminates the drift problem that affects existing approaches.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION 3D RECONSTRUCTION

Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense

4 Sep 2019

We propose a new 3D holistic++ scene understanding problem, which jointly tackles two tasks from a single-view image: (i) holistic scene parsing and reconstruction---3D estimations of object bounding boxes, camera pose, and room layout, and (ii) 3D human pose estimation.

3D HUMAN POSE ESTIMATION HUMAN-OBJECT INTERACTION DETECTION SCENE UNDERSTANDING

PISEP^2: Pseudo Image Sequence Evolution based 3D Pose Prediction

arXiv:1909.01818 2019

Specifically, a skeletal representation is proposed by transforming the joint coordinate sequence into an image sequence, which can model the different correlations of different joints.

POSE PREDICTION

Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images

26 Aug 2019

We propose a scalable neural network framework to reconstruct the 3D mesh of a human body from multi-view images, in the subspace of the SMPL model.

3D HUMAN POSE ESTIMATION

Resolving 3D Human Pose Ambiguities with 3D Scene Constraints

20 Aug 2019

To motivate this, we show that current 3D human pose estimation methods produce results that are not consistent with the 3D scene.

3D HUMAN POSE ESTIMATION MOTION CAPTURE

3D Human Pose Estimation under limited supervision using Metric Learning

14 Aug 2019

Estimating 3D human pose from monocular images demands large amounts of 3D pose and in-the-wild 2D pose annotated datasets which are costly and require sophisticated systems to acquire.

3D HUMAN POSE ESTIMATION METRIC LEARNING

Semantic Estimation of 3D Body Shape and Pose using Minimal Cameras

8 Aug 2019

We present an approach to accurately estimate high fidelity markerless 3D pose and volumetric reconstruction of human performance using only a small set of camera views ($\sim 2$).

3D HUMAN POSE ESTIMATION

Moulding Humans: Non-parametric 3D Human Shape Estimation from Single Images

1 Aug 2019

In this paper, we tackle the problem of 3D human shape estimation from single RGB images.

3D HUMAN POSE ESTIMATION

A Unified Deep Framework for Joint 3D Pose Estimation and Action Recognition from a Single RGB Camera

16 Jul 2019

In the second, we deploy the Efficient Neural Architecture Search (ENAS) algorithm to find an optimal network architecture that is used for modeling the spatio-temporal evolution of the estimated 3D poses via an image-based intermediate representation and performing action recognition.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION NEURAL ARCHITECTURE SEARCH

Sim2real transfer learning for 3D pose estimation: motion to the rescue

4 Jul 2019

Simulation is an anonymous, low-bias source of data where annotation can often be done automatically; however, for some tasks, current models trained on synthetic data generalize poorly to real data.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION OPTICAL FLOW ESTIMATION TRANSFER LEARNING