Prior-SSL: A Thickness Distribution Prior and Uncertainty Guided Semi-supervised Learning Method for Choroidal Segmentation in OCT Images

Keyphrases

• Thickness Distribution 100%
• Semi-supervised Learning 100%
• Pseudo Label 100%
• Semi-supervised Method 100%
• Computational Burden 50%
• Choroidal Segmentation 50%
• Pseudo Label Selection 50%
• Choroidal Structure 50%
• Segmentation Problem 25%
• Ocular Diseases 25%
• Physiological Characteristics 25%
• Uncertainty Estimation 25%
• Selection Strategy 25%
• Learning Framework 25%
• OCT Images 25%
• Choroidal Thickness 25%
• Confidence Level 25%
• Art Performance 25%
• Training Process 25%
• Supervised Learning 25%
• Annotated Dataset 25%
• Ablation Study 25%
• Two-branch 25%
• Instance-level 25%
• Supervised Learning Method 25%
• Supervised Deep Learning 25%
• Consistency Regularization 25%
• Uncertainty-aware 25%

Computer Science

• Semisupervised Learning 100%
• Supervised Learning 33%
• Learning Framework 16%
• Regularization 16%
• Learning Technique 16%
• Segmentation Task 16%
• Art Performance 16%
• Training Process 16%
• Confidence Level 16%
• Instance Level 16%
• Level Uncertainty 16%
• Uncertainty Estimation 16%

Engineering

• Thickness Distribution 100%
• Tasks 33%
• Regularization 33%
• Learning Technique 33%
• Confidence Level 33%
• Selection Procedure 33%