ResearchBenchmarksDiffusion Model Concept Analysis on ImageNet 32 random classesDiffusion Model Concept Analysis on ImageNet 32 random classesFollow0.165CLIP RepresentativenessMGD³0.150440.154220.1580.16178Mar 31, 2026Evaluation resultsMethodMethodLinksCLIP RepresentativenessLPIPS RepresentativenessDreamSim RepresentativenessCLIP ConsistencyLPIPS ConsistencyDreamSim ConsistencyImageReward ScoreMGD³Architecture=DiTArchitecture=DiT2026.030.1650.6780.3640.1470.610.317-0.8151DMAArchitecture=DiTArchitecture=DiT2026.030.1510.6260.3180.050.1920.093-0.7085