Structured Deep Learning for Pixel-level Understanding.

Yunchao Wei,Xiaodan Liang,Si Liu,Liang Lin

MM '18: ACM Multimedia Conference Seoul Republic of Korea October, 2018（2018）

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摘要

This article summarizes the corresponding half-day tutorial at ACM Multimedia 2018. This tutorial reviews recent progresses for pixel-level understanding with structured deep learning, including 1) human-centric analysis: human parsing and pose estimation; 2) part-based analysis: object part and face parsing; 3) weakly-supervised analysis: object localization and semantic segmentation; 4) depth estimation: stereo matching.

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关键词

deep learning, human parsing, part/face parsing, weakly-supervised semantic segmentation, depth estimation

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