Review: DeepCut & DeeperCut — Multi Person Pose Estimation (Human Pose Estimation)

Original article can be found here (source): Deep Learning on Medium

Review: DeepCut & DeeperCut — Multi Person Pose Estimation (Human Pose Estimation)

Deep Learning Based CNN for Part Labeling and Part Clustering

(a) initial detections (= part candidates) and pairwise terms (graph) between all detections, (b) detections that jointly clustered belonging to one person, (c) the predicted pose sticks

In this story, DeepCut & DeeperCut, are briefly reviewed. First, human part labeling and part clustering are obtained through Convolutional Neural Network (CNN). Then, the Integer Linear Program (ILP) is set up, and the pose of multiple persons can be estimated. DeepCut & DeeperCut are the 2016 CVPR and 2016 ECCV papers respectively, with both more than 400 citations. (Sik-Ho Tsang @ Medium)