Cycle Structure and Illumination Constrained GAN for Medical Image Enhancement

Keyphrases

• Medical Image 100%
• Local Details 100%
• Corneal Confocal Microscopy 100%
• Medical Image Enhancement 100%
• Cycle Structure 100%
• CycleGAN 100%
• Low Contrast 50%
• Deep Learning Methods 50%
• Disease Diagnosis 50%
• Confocal Microscopy Images 50%
• Automated Diagnosis 50%
• Medical Image Data 50%
• Light Localization 50%
• Automated Screening 50%
• Overall Characteristics 50%
• Screening Assessment 50%
• Non-uniform Illumination 50%
• Two-component Domains 50%
• Local Structure Constraint 50%
• Endoscopic Image 50%
• Global Constraints 50%
• Illumination Constraint 50%
• Cycle Consistency 50%
• Screening Diagnosis 50%
• High Quality Images 50%
• Adversarial Loss 50%

Computer Science

• Image Enhancement 100%
• Experimental Result 50%
• Image Quality 50%
• Deep Learning 50%
• Conventional Method 50%
• Complementary Output 50%
• Local Structure 50%
• Global Constraint 50%

Engineering

• Image Enhancement 100%
• Medical Image 100%
• Confocal Microscopy 40%
• Experimental Result 20%
• Deep Learning 20%
• Input Image 20%
• Conventional Method 20%
• Conducted Experiment 20%
• Local Structure 20%