Towards Efficient and General-Purpose Few-Shot Misclassification Detection for Vision-Language Models

Fanhu Zeng, Zhen Cheng, Fei Zhu +1

Reliable prediction by classifiers is crucial for their deployment in high security and dynamically changing situations. However, modern neural networks often exhibit overconfidenc…