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Multi-Person Pose Estimation

20 papers with code · Computer Vision
Subtask of Pose Estimation

Multi-person pose estimation is the task of estimating the pose of multiple people in one frame.

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Latest papers with code

Bottom-up Higher-Resolution Networks for Multi-Person Pose Estimation

27 Aug 2019leoxiaobin/deep-high-resolution-net.pytorch

In this paper, we are interested in bottom-up multi-person human pose estimation.

MULTI-PERSON POSE ESTIMATION POSE PREDICTION

1,774
27 Aug 2019

Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image

ICCV 2019 2019 mks0601/3DMPPE_ROOTNET_RELEASE

Although significant improvement has been achieved recently in 3D human pose estimation, most of the previous methods only treat a single-person case.

3D HUMAN POSE ESTIMATION 3D MULTI-PERSON POSE ESTIMATION HUMAN DETECTION MULTI-PERSON POSE ESTIMATION

94
26 Jul 2019

PifPaf: Composite Fields for Human Pose Estimation

CVPR 2019 vita-epfl/openpifpaf

We propose a new bottom-up method for multi-person 2D human pose estimation that is particularly well suited for urban mobility such as self-driving cars and delivery robots.

KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION SELF-DRIVING CARS

339
15 Mar 2019

Deep High-Resolution Representation Learning for Human Pose Estimation

CVPR 2019 leoxiaobin/deep-high-resolution-net.pytorch

We start from a high-resolution subnetwork as the first stage, gradually add high-to-low resolution subnetworks one by one to form more stages, and connect the mutli-resolution subnetworks in parallel.

KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION OBJECT DETECTION POSE TRACKING REPRESENTATION LEARNING

1,774
25 Feb 2019

DAC: Data-free Automatic Acceleration of Convolutional Networks

20 Dec 2018baizhenmao95/2019-ZTE-Algorithm-Competition

A complex deep learning model with high accuracy runs slowly on resource-limited devices, while a light-weight model that runs much faster loses accuracy.

IMAGE CLASSIFICATION MULTI-PERSON POSE ESTIMATION OBJECT DETECTION

4
20 Dec 2018

PoseFix: Model-agnostic General Human Pose Refinement Network

CVPR 2019 mks0601/PoseFix_RELEASE

In this paper, we propose a human pose refinement network that estimates a refined pose from a tuple of an input image and input pose.

 SOTA for Multi-Person Pose Estimation on COCO (Validation AP metric )

KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION

147
10 Dec 2018

CrowdPose: Efficient Crowded Scenes Pose Estimation and A New Benchmark

CVPR 2019 Jeff-sjtu/CrowdPose

In this paper, we propose a novel and efficient method to tackle the problem of pose estimation in the crowd and a new dataset to better evaluate algorithms.

KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION

137
02 Dec 2018

Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose

29 Nov 2018Daniil-Osokin/lightweight-human-pose-estimation.pytorch

In this work we adapt multi-person pose estimation architecture to use it on edge devices.

MULTI-PERSON POSE ESTIMATION

272
29 Nov 2018

MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network

ECCV 2018 salihkaragoz/pose-residual-network-pytorch

In this paper, we present MultiPoseNet, a novel bottom-up multi-person pose estimation architecture that combines a multi-task model with a novel assignment method.

HUMAN DETECTION KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION

235
11 Jul 2018