RetrievalGuard: Provably Robust 1-Nearest Neighbor Image Retrieval

Yihan Wu, Hongyang Zhang, Heng Huang

Recent research works have shown that image retrieval models are vulnerable to adversarial attacks, where slightly modified test inputs could lead to problematic retrieval results.…