Chase Walker

Out-of-Distribution Detection for Contrastive Models Using Angular Distance Measures

2024

Vision-language models have demonstrated extraordinary zero-shot image classification capabilities. Out-of-distribution (OOD) detection is the problem of determining if a model is operating within its knowledge limits. While distance-based detection algorithms have emerged as a promising …