SOTA Concept Preservation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ImageNet 10 Preserved Concepts SD 1.4	DP	Original Accuracy87.3	15	5d ago
10 Other Copyrighted Characters 1,000 prompts	Diversified-ACE	LPIPS0.27	10	1mo ago
Related Concept Categories Average	SurgUn	Preservation Score90.5	9	1mo ago
Related Concept Categories English springer	AC	Preservation Score98.9	9	1mo ago
Related Concept Categories Gas pump	SurgUn	Preservation Score92.4	9	1mo ago
Related Concept Categories Parachute	SurgUn	Preservation Score95.6	9	1mo ago
Related Concept Categories Church	SurgUn	Preservation Score96	9	1mo ago
Supertype concepts	SuPLoRA	CLIP Score26.09	9	1mo ago
Domain-Specific concepts Preservation	SuPLoRA	Cele Accuracy83.38	9	1mo ago
Stable Diffusion 1.5	CP	Cassette Player Score27.4	5	5d ago
DreamBench++	GPT-4o	Spearman Correlation0.748	4	11d ago
Subjects2k	ID-Sim	AP40.63	4	11d ago
Legislator prompts	FLUX.1 [schnell]	CS21.89	3	6d ago
Dog prompts	FLUX.1 [schnell]	CS24.62	3	6d ago
Pikachu prompts	CA	Concept Score (CS)27.44	3	6d ago
Spongebob prompts	CA	Concept Score (CS)28.25	3	6d ago
Mickey prompts	FLUX.1 [schnell]	Concept Score (CS)26.72	3	6d ago

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