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Mijoo Kim

2 accepted papers

2024

Towards Calibrated Robust Fine-Tuning of Vision-Language Models

NeurIPS 2024poster

Improving out-of-distribution (OOD) generalization during in-distribution (ID) adaptation is a primary goal of robust fine-tuning of zero-shot models beyond naive fine-tuning. However, despite decent OOD generalization performance from recent robust fine-tuning methods, confidence calibration for re…

2024

Uncertainty Calibration with Energy Based Instance-wise Scaling in the Wild Dataset

ECCV 2024poster

"With the rapid advancement in the performance of deep neural networks (DNNs), there has been significant interest in deploying and incorporating artificial intelligence (AI) systems into real-world scenarios. However, many DNNs lack the ability to represent uncertainty, often exhibiting excessive c…