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Digging into Pseudo Label: A Low-Budget Approach for Semi-Supervised Semantic Segmentation

文献类型：期刊论文

作者Chen, Zhenghao1; Zhang, Rui1,2; Zhang, Gang1,2; Ma, Zhenhuan1,2; Lei, Tao1
刊名IEEE Access
出版日期2020-07-12
卷号8页码:41830-41837
关键词Semantics Image segmentation Training Semisupervised learning Pipelines Standards Reliability Sematic segmentation semi-supervised learning computer vision deep learning
ISSN号2169-3536
DOI10.1109/ACCESS.2020.2975022
文献子类期刊论文
英文摘要The capability to understand visual scenes with limited labeled data has been widely concerned in the field of computer vision. Although semi-supervised learning for image classification has been extensively studied in some cases, semantic segmentation with limited data has only recently gained attention. In this work, we follow the standard semi-supervised segmentation pipeline for image classification and propose a two-branch network that can encode strong and pseudo label spaces respectively, extracting reliable supervision information from pseudo-labels to assist in training network with strong labels. Our method outperforms previous semi-supervised methods with limited annotation cost. On standard benchmark PASCAL VOC 2012 for semi-supervised semantic segmentation, the proposed approach gains fresh state-of-the-art performance. © 2013 IEEE.
出版地PISCATAWAY
WOS研究方向Computer Science ; Engineering ; Telecommunications
语种英语
WOS记录号WOS:000525388000005
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
源URL[http://ir.ioe.ac.cn/handle/181551/10056]  
专题光电技术研究所_光电探测技术研究室（三室）
作者单位1.Chinese Academy of Sciences, Institute of Optics and Electronics, Chengdu; 610209, China;
2.School of Optoelectronics, University of Chinese Academy of Sciences, Beijing; 100049, China
推荐引用方式
GB/T 7714		 Chen, Zhenghao,Zhang, Rui,Zhang, Gang,et al. Digging into Pseudo Label: A Low-Budget Approach for Semi-Supervised Semantic Segmentation[J]. IEEE Access,2020,8:41830-41837.
APA Chen, Zhenghao,Zhang, Rui,Zhang, Gang,Ma, Zhenhuan,&Lei, Tao.(2020).Digging into Pseudo Label: A Low-Budget Approach for Semi-Supervised Semantic Segmentation.IEEE Access,8,41830-41837.
MLA Chen, Zhenghao,et al."Digging into Pseudo Label: A Low-Budget Approach for Semi-Supervised Semantic Segmentation".IEEE Access 8(2020):41830-41837.

入库方式： OAI收割

来源：光电技术研究所

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