BayesAdapter: Enhanced Uncertainty Estimation in CLIP Few-Shot Adaptation

Keyphrases

• Uncertainty Estimation 100%
• Adapter 100%
• Few-shot Adaptation 100%
• Discriminative Performance 50%
• Publicly Available 25%
• Popular 25%
• Parameter Space 25%
• Machine Learning 25%
• Learning Methods 25%
• Transfer Learning 25%
• Probability Distribution 25%
• Bayesian Inference 25%
• Large Animal Model 25%
• Recognition Task 25%
• Visual Recognition 25%
• Backpropagation 25%
• Learnability 25%
• Downstream Task 25%
• Single Point 25%
• Probabilistic Framework 25%
• Prompt Learning 25%
• Zero-shot Learning 25%
• Quality Uncertainty 25%
• MAP Inference 25%
• Selective Classification 25%
• Safe Deployment 25%
• Vision-Language Models 25%
• Pre-trained Vision-Language Models 25%
• Parameter-efficient 25%
• Zero Transfer 25%

Computer Science

• Language Modeling 100%
• Uncertainty Estimation 100%
• Machine Learning 50%
• Learning System 50%
• Transfer Learning 50%
• Paradigm Shift 50%
• Parameter Space 50%
• Probabilistic Framework 50%
• Prompt Learning 50%
• Zero-Shot Learning 50%
• Supplementary Material 50%
• Probability 50%