Full Conformal Adaptation of Medical Vision-Language Models

Keyphrases

• Adaptation 100%
• Calibration Set 20%
• Comprehensive Experiment 20%
• Computational Cost 20%
• Error Level 20%
• Exchangeability 20%
• Few-shot 20%
• Few-shot Adaptation 20%
• Foundation Models 20%
• Linear Probe 20%
• Medical Image Analysis 20%
• Popular 20%
• Prediction Framework 20%
• Relative Improvement 20%
• Shooting Performance 20%
• Split Conformal Prediction 60%
• Training-free 20%
• Transductive 20%
• Transfer Learning 20%
• Transferability 20%
• Vision-language Models 100%
• Zero-shot 20%

Computer Science

• Calibration Set 25%
• Common Practice 25%
• Computational Cost 25%
• Conformal Prediction 75%
• Consistent Relative 25%
• Exchangeability Assumption 25%
• Foundation Model 25%
• Image Analysis 25%
• Language Modeling 100%
• Pre-Trained Language Models 25%
• Prediction Framework 25%
• Test Data Point 25%
• Transfer Learning 25%
• Zero-Shot Learning 25%