ResearchBenchmarksSemantic Robustness on UCF101Semantic Robustness on UCF101Follow4VP Robustness DropI-Spec2.95610.00317.0524.097Jun 17, 2026Evaluation resultsMethodMethodLinksVP Robustness DropBG Robustness DropILL Robustness DropI-Spectransformation_type=im...transformation_type=image-specified2026.06402.9I-Spectransformation=image-s...transformation=image-specified2026.06402.9T-Spectransformation_type=te...transformation_type=text-specified2026.0614.107.3T-Spectransformation=text-sp...transformation=text-specified2026.0614.107.3ExactLine2026.0630.113.67.9ExactLine2026.0630.113.67.9