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

( Image credit: Human Pose Estimation with TensorFlow )

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Datasets

Greatest papers with code

RMPE: Regional Multi-person Pose Estimation

ICCV 2017 MVIG-SJTU/AlphaPose

In this paper, we propose a novel regional multi-person pose estimation (RMPE) framework to facilitate pose estimation in the presence of inaccurate human bounding boxes.

2D HUMAN POSE ESTIMATION HUMAN DETECTION KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION

Distribution-Aware Coordinate Representation for Human Pose Estimation

CVPR 2020 leoxiaobin/deep-high-resolution-net.pytorch

Interestingly, we found that the process of decoding the predicted heatmaps into the final joint coordinates in the original image space is surprisingly significant for human pose estimation performance, which nevertheless was not recognised before.

 Ranked #1 on Multi-Person Pose Estimation on COCO (using extra training data)

KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION

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.

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

Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation

24 Nov 2019osmr/imgclsmob

We rethink a well-know bottom-up approach for multi-person pose estimation and propose an improved one.

4 MULTI-PERSON POSE ESTIMATION

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

29 Nov 2018osmr/imgclsmob

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

MULTI-PERSON POSE ESTIMATION

DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model

10 May 2016DeepLabCut/DeepLabCut

The goal of this paper is to advance the state-of-the-art of articulated pose estimation in scenes with multiple people.

KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION

DirectPose: Direct End-to-End Multi-Person Pose Estimation

18 Nov 2019aim-uofa/adet

We propose the first direct end-to-end multi-person pose estimation framework, termed DirectPose.

MULTI-PERSON POSE ESTIMATION

ArtTrack: Articulated Multi-person Tracking in the Wild

CVPR 2017 eldar/pose-tensorflow

In this paper we propose an approach for articulated tracking of multiple people in unconstrained videos.

KEYPOINT DETECTION MULTI-PERSON POSE ESTIMATION