ResearchBenchmarksBackdoor Defense on COCO long prompts (RR attack)Backdoor Defense on COCO long prompts (RR attack)Follow71ASR (CLIP)UFID-2.8416.3335.554.67Nov 20, 2025Evaluation resultsMethodMethodLinksASR (CLIP)ASR (GPT)FIDUFIDTrigger=U+0585Trigger=U+05852025.117138—UFIDTrigger=U+0B20Trigger=U+0B202025.115528—T2IShieldTrigger=U+0585Trigger=U+05852025.11161922.77T2IShieldTrigger=U+0B20Trigger=U+0B202025.110024.08PEPPERTrigger=U+0B20Trigger=U+0B202025.110031.76PEPPERTrigger=U+0585Trigger=U+05852025.110031.76