Structure and Illumination Constrained GAN for Medical Image Enhancement

Ma, Yuhui1,2,3,4; Liu, Jiang5; Liu, Yonghuai6; Fu, Huazhu7; Hu, Yan5; Cheng, Jun1,2,3; Qi, Hong8; Wu, Yufei9; Zhang, Jiong1,2,3; Zhao, Yitian1,2,3

2021-12

10.1109/TMI.2021.3101937

IEEE Transactions on Medical Imaging   影响因子和分区

1558-254X

Bi-directional GAN illumination regularization structure loss medical image enhancement

SCI ; EI

其他

20213210744829

Automation ; Decision making ; Deep learning ; Diagnosis ; Grading ; Image analysis ; Image quality ; Image segmentation ; Medical imaging ; Quality control

Medicine and Pharmacology:461.6 ; Automatic Control Principles and Applications:731 ; Imaging Techniques:746 ; Management:912.2 ; Quality Assurance and Control:913.3

CLINICAL MEDICINE

IEEE

1.Chinese Acad Sci, Cixi Inst Biomed Engn, Ningbo Inst Mat Technol & Engn, Ningbo 315206, Peoples R China
2.Zhejiang Int Sci & Technol Cooperat Base Biomed M, Ningbo 315206, Peoples R China
3.Zhejiang Engn Res Ctr Biomed Mat, Ningbo 315206, Peoples R China
4.Univ Chinese Acad Sci, Coll Mat Sci & Optoelect Technol, Beijing 100049, Peoples R China
5.Southern Univ Sci & Technol, Dept Comp Sci & Engn, Shenzhen 518055, Peoples R China
6.Edge Hill Univ, Dept Comp Sci, Ormskirk L39 4QP, England
7.Incept Inst Artificial Intelligence, Abu Dhabi, U Arab Emirates
8.Peking Univ, Hosp 3, Dept Ophthalmol, Beijing 100083, Peoples R China
9.Ningbo Univ, Affiliated Peoples Hosp, Dept Ophthalmol, Ningbo 315000, Peoples R China

Ma, Yuhui,Liu, Jiang,Liu, Yonghuai,et al. Structure and Illumination Constrained GAN for Medical Image Enhancement[J]. IEEE Transactions on Medical Imaging,2021,40(12):3955-3967.

Ma, Yuhui.,Liu, Jiang.,Liu, Yonghuai.,Fu, Huazhu.,Hu, Yan.,...&Zhao, Yitian.(2021).Structure and Illumination Constrained GAN for Medical Image Enhancement.IEEE Transactions on Medical Imaging,40(12),3955-3967.

Ma, Yuhui,et al."Structure and Illumination Constrained GAN for Medical Image Enhancement".IEEE Transactions on Medical Imaging 40.12(2021):3955-3967.