{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/pyramid-scene-parsing-network","title":"Pyramid Scene Parsing Network","arxiv_id":"1612.01105","date":"2016-12-04","proceeding":"CVPR 2017 7","authors":["Hengshuang Zhao","Jianping Shi","Xiaojuan Qi","Xiaogang Wang","Jiaya Jia"],"abstract":"Scene parsing is challenging for unrestricted open vocabulary and diverse\nscenes. In this paper, we exploit the capability of global context information\nby different-region-based context aggregation through our pyramid pooling\nmodule together with the proposed pyramid scene parsing network (PSPNet). Our\nglobal prior representation is effective to produce good quality results on the\nscene parsing task, while PSPNet provides a superior framework for pixel-level\nprediction tasks. The proposed approach achieves state-of-the-art performance\non various datasets. It came first in ImageNet scene parsing challenge 2016,\nPASCAL VOC 2012 benchmark and Cityscapes benchmark. 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