TTP: Test-Time Padding for Adversarial Detection and Robust Adaptation on Vision-Language Models

Zhiwei Li, Yitian Pang, Weining Wang +2

Vision-Language Models (VLMs), such as CLIP, have achieved impressive zero-shot recognition performance but remain highly susceptible to adversarial perturbations, posing significa…