Synergizing Deep Learning-Enabled Preprocessing and Human–AI Integration for Efficient Automatic Ground Truth Generation

Keyphrases

• Deep Learning 100%
• Synergize 100%
• Whole Slide Image 100%
• Ground Truth Generation 100%
• Training Set 50%
• High-resolution 50%
• Overfitting 50%
• Active Learning 50%
• Deep Learning Methods 25%
• FDA-approved Drugs 25%
• Image Data 25%
• Image Quality 25%
• Region of Interest 25%
• Inconsistency 25%
• Medical Diagnosis 25%
• Supervised Machine Learning 25%
• Preprocessing Algorithm 25%
• Microscopic Image 25%
• Labeling Approach 25%
• Automatic Labeling 25%
• Unlabeled Data 25%
• Whole-slide 25%
• Labeled Data 25%
• Informative Sample 25%
• Unknown Samples 25%
• Model Effectiveness 25%
• Human Labeling 25%
• Active Deep Learning 25%
• Deep Learning Strategies 25%
• Medical Image Interpretation 25%
• Image System 25%

Earth and Planetary Sciences

• Machine Learning 100%
• Image Interpretation 100%
• Histopathology 100%

Computer Science

• Deep Active Learning 25%