ResearchBenchmarksBackdoor Defense on COCO long prompts (EE attack)Backdoor Defense on COCO long prompts (EE attack)Follow4ASR (CLIP)T2IShield-0.160.9223.08Nov 20, 2025Evaluation resultsMethodMethodLinksASR (CLIP)ASR (GPT)FIDT2IShieldTrigger=beautiful catTrigger=beautiful cat2025.114422.8UFIDTrigger=beautiful catTrigger=beautiful cat2025.1131—PEPPERTrigger=beautiful catTrigger=beautiful cat2025.113532.11T2IShieldTrigger=mb penTrigger=mb pen2025.113524.39PEPPERTrigger=mb penTrigger=mb pen2025.111132.5UFIDTrigger=mb penTrigger=mb pen2025.1105—