Self-regulation for semantic segmentation

• Main Authors: ZHANG, Dong, ZHANG, Hanwang, TANG, Jinhui, HUA, Xian-Sheng, SUN, Qianru
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/6230; https://ink.library.smu.edu.sg/context/sis_research/article/7233/viewcontent/Zhang_Self_Regulation_for_Semantic_Segmentation_ICCV_2021_paper.pdf
• Institution: Singapore Management University

In this paper, we seek reasons for the two major failure cases in Semantic Segmentation (SS): 1) missing small objects or minor object parts, and 2) mislabeling minor parts of large objects as wrong classes. We have an interesting finding that Failure-1 is due to the underuse of detailed features an...