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3D Human Pose Estimation

72 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.

( Image credit: 3d-pose-baseline )

Benchmarks

Latest papers with code

Making DensePose fast and light

26 Jun 2020zetyquickly/DensePoseFnL

DensePose estimation task is a significant step forward for enhancing user experience computer vision applications ranging from augmented reality to cloth fitting.

3D HUMAN POSE ESTIMATION QUANTIZATION

43
26 Jun 2020

Cascaded deep monocular 3D human pose estimation with evolutionary training data

CVPR 2020 Nicholasli1995/EvoSkeleton

End-to-end deep representation learning has achieved remarkable accuracy for monocular 3D human pose estimation, yet these models may fail for unseen poses with limited and fixed training data.

3D HUMAN POSE ESTIMATION DATA AUGMENTATION REPRESENTATION LEARNING

32
14 Jun 2020

Cascaded Deep Monocular 3D Human Pose Estimation With Evolutionary Training Data

CVPR 2020 Nicholasli1995/EvoSkeleton

End-to-end deep representation learning has achieved remarkable accuracy for monocular 3D human pose estimation, yet these models may fail for unseen poses with limited and fixed training data.

3D HUMAN POSE ESTIMATION DATA AUGMENTATION REPRESENTATION LEARNING

32
01 Jun 2020

Attention Mechanism Exploits Temporal Contexts: Real-Time 3D Human Pose Reconstruction

CVPR 2020 lrxjason/Attention3DHumanPose

Despite the general success of end-to-end deep learning paradigms, our approach is based on two key observations: (1) temporal incoherence and jitter are often yielded from a single frame prediction; (2) error rate can be remarkably reduced by increasing the receptive field in a video.

3D HUMAN POSE ESTIMATION

23
01 Jun 2020

Epipolar Transformers

CVPR 2020 yihui-he/epipolar-transformers

The intuition is: given a 2D location p in the current view, we would like to first find its corresponding point p' in a neighboring view, and then combine the features at p' with the features at p, thus leading to a 3D-aware feature at p. Inspired by stereo matching, the epipolar transformer leverages epipolar constraints and feature matching to approximate the features at p'.

Ranked #2 on 3D Human Pose Estimation on Human3.6M (using extra training data)

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION STEREO MATCHING

181
10 May 2020

Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision

8 Apr 2020vegesm/wdspose

In 3D human pose estimation one of the biggest problems is the lack of large, diverse datasets.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION

7
08 Apr 2020

Exemplar Fine-Tuning for 3D Human Pose Fitting Towards In-the-Wild 3D Human Pose Estimation

7 Apr 2020facebookresearch/eft

We use EFT to augment these large in-the-wild datasets with plausible and accurate 3D pose annotations.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION

37
07 Apr 2020

Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation

CVPR 2020 fabbrimatteo/LoCO

At the core of the proposed method lies our Volumetric Heatmap Autoencoder, a fully-convolutional network tasked with the compression of ground-truth heatmaps into a dense intermediate representation.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION

74
01 Apr 2020

Fusing Wearable IMUs with Multi-View Images for Human Pose Estimation: A Geometric Approach

CVPR 2020 CHUNYUWANG/imu-human-pose-pytorch

Then we lift the multi-view 2D poses to the 3D space by an Orientation Regularized Pictorial Structure Model (ORPSM) which jointly minimizes the projection error between the 3D and 2D poses, along with the discrepancy between the 3D pose and IMU orientations.

3D ABSOLUTE HUMAN POSE ESTIMATION

28
25 Mar 2020

Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction

17 Mar 2020limaosen0/DMGNN

The core idea of DMGNN is to use a multiscale graph to comprehensively model the internal relations of a human body for motion feature learning.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION HUMAN MOTION PREDICTION MOTION PREDICTION

39
17 Mar 2020