keypoints detection & pose estimation

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• COCO keypoint challenge, leaderboard
• PoseTrack Leaderboard

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• Gang YU (俞刚) - Megvii
• Wei YANG (楊巍) - CUHK
• A 2017 Guide to Semantic Segmentation with Deep Learning

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• Make a matrix output and ground truth example (segmentation, sliding window detection, etc.) #1698

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dataset

• 姿态估计的两个数据集COCO和MPII的认识

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• 深度学习从入门到放弃之CV-Pose estimation目录
• Human Pose papers - CSDN
• Convolutional Pose Machines

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labelling

• (Krause et al., 2015) achieve fine-grained recognition without part annotations.

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Hourglass network

caffe implementation:

• https://github.com/MVIG-SJTU/RMPE
• Fang-Haoshu/multi-human-pose # 2
• Search Hourglass in github

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Evaluation

• http://cocodataset.org/#keypoints-eval
• http://human-pose.mpi-inf.mpg.de/#evaluation

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good blogs

• http://blog.csdn.net/shenxiaolu1984/
• http://blog.csdn.net/zimenglan_sysu/
• http://blog.csdn.net/xizero00/

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posts

• https://www.bilibili.com/video/av19006542/

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OpenPose

• Human pose estimation using OpenPose with TensorFlow (Part 1, Part 2)

Parts and Pairs indexes for COCO dataset

Ref: CPMDataTransformer::generateLabelMap()

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Associative Embedding

• NIPS page
• Reddit discussion

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Graph Decomposition

• [1611.04399] Joint Graph Decomposition & Node Labeling: Problem, Algorithms, Applications