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Automatic diagnosis of imbalanced ophthalmic images using a cost-sensitive deep convolutional neural network.
Jiang, Jiewei; Liu, Xiyang; Zhang, Kai; Long, Erping; Wang, Liming; Li, Wangting; Liu, Lin; Wang, Shuai; Zhu, Mingmin; Cui, Jiangtao; Liu, Zhenzhen; Lin, Zhuoling; Li, Xiaoyan; Chen, Jingjing; Cao, Qianzhong; Li, Jing; Wu, Xiaohang; Wang, Dongni; Wang, Jinghui; Lin, Haotian.
Affiliation
  • Jiang J; School of Computer Science and Technology, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China.
  • Liu X; School of Computer Science and Technology, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China. xyliu@xidian.edu.cn.
  • Zhang K; School of Software, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China. xyliu@xidian.edu.cn.
  • Long E; School of Computer Science and Technology, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China.
  • Wang L; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Li W; School of Computer Science and Technology, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China.
  • Liu L; School of Software, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China.
  • Wang S; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Zhu M; School of Computer Science and Technology, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China.
  • Cui J; School of Software, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China.
  • Liu Z; School of Mathematics and Statistics, Xidian University, Xi'an, 710071, China.
  • Lin Z; School of Computer Science and Technology, Xidian University, No. 2 South Taibai Rd, Xi'an, 710071, China.
  • Li X; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Chen J; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Cao Q; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Li J; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Wu X; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Wang D; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Wang J; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Lin H; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
Biomed Eng Online ; 16(1): 132, 2017 Nov 21.
Article in En | MEDLINE | ID: mdl-29157240
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Image Processing, Computer-Assisted / Diagnostic Imaging / Diagnosis, Computer-Assisted / Neural Networks, Computer / Cost-Benefit Analysis / Eye Diseases Type of study: Diagnostic_studies / Health_economic_evaluation / Prognostic_studies / Qualitative_research Language: En Journal: Biomed Eng Online Journal subject: ENGENHARIA BIOMEDICA Year: 2017 Type: Article Affiliation country: China
Fulltext
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Image Processing, Computer-Assisted / Diagnostic Imaging / Diagnosis, Computer-Assisted / Neural Networks, Computer / Cost-Benefit Analysis / Eye Diseases Type of study: Diagnostic_studies / Health_economic_evaluation / Prognostic_studies / Qualitative_research Language: En Journal: Biomed Eng Online Journal subject: ENGENHARIA BIOMEDICA Year: 2017 Type: Article Affiliation country: China