Few-Shot, Now for Real: Medical VLMs Adaptation Without Balanced Sets or Validation

Keyphrases

• Adaptation 100%
• Few-shot 100%
• Balanced Set 100%
• Vision-Language Models 100%
• Large Vision-Language Models 100%
• Language Adaptation 100%
• Validation Set 50%
• High Performance 50%
• Hyperparameters 50%
• Medical Image Analysis 50%
• Support Set 50%
• Medical Domain 50%
• Downstream Task 50%
• Deployment Scenarios 50%
• Training-free 50%
• Infection Rate 50%
• Efficient Deployment 50%
• Heterogeneous Data Sources 50%
• Few-shot Adaptation 50%
• Robust Adaptation 50%
• Zero-shot Prediction 50%
• Linear Probing 50%
• Workplace Challenges 50%
• Transferable Representation 50%

Computer Science

• Model Adaptation 100%
• Vision-Language Model 100%
• Validation Set 33%
• Data Source 33%
• Image Analysis 33%
• Deployment Scenario 33%
• Medical Domain 33%
• Heterogeneous Data 33%
• Zero-Shot Learning 33%
• Adaptation Data 33%