ResearchBenchmarksBackdoor Defense on COCO long prompts TI attackBackdoor Defense on COCO long prompts TI attackFollow40ASR (CLIP)T2IShield-1.69.22030.8Nov 20, 2025Evaluation resultsMethodMethodLinksASR (CLIP)ASR (GPT)FIDT2IShieldTrigger=beautiful carTrigger=beautiful car2025.11404824.11T2IShieldTrigger=[V]Trigger=[V]2025.11345323.78UFIDTrigger=beautiful carTrigger=beautiful car2025.113337—UFIDTrigger=[V]Trigger=[V]2025.112321—PEPPERTrigger=beautiful carTrigger=beautiful car2025.110032.1PEPPERTrigger=[V]Trigger=[V]2025.110032.38