ResearchBenchmarksSemantic Robustness Evaluation on Oxford PetsFollow4.1Color (ID) ErrorI-Spec3.766.0558.3510.645Jun 17, 2026Evaluation ResultsMethodMethodLinksColor (ID) ErrorBackground (ID) ErrorTexture (OOD) ErrorI-SpecSpecification=image-sp...Specification=image-specified2026.064.13.26.7T-SpecSpecification=text-spe...Specification=text-specified2026.066.97.37.4ExactLineVariation Modeling=lin...Variation Modeling=linear interpolation2026.0612.610.218.1