ResearchBenchmarksSubject-driven Stylized Image Generation on Concept-Style Pairs User Study (test)Follow54Concept PreservationOrthoFuse45.6847.845052.16Apr 6, 2026Evaluation ResultsMethodMethodLinksConcept PreservationStyle TransferOverall PreferenceOrthoFuseBaseline Comparison=vs...Baseline Comparison=vs ZipLoRA2026.04548376K-LoRABaseline Comparison=vs...Baseline Comparison=vs OrthoFuse2026.04522333OrthoFuseBaseline Comparison=vs...Baseline Comparison=vs K-LoRA2026.04487767ZipLoRABaseline Comparison=vs...Baseline Comparison=vs OrthoFuse2026.04461724