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	1mo ago
100 Artistic Styles	ETC	CLIP Score29.14	10	1mo ago
10 Other Copyrighted Characters 1,000 prompts	Diversified-ACE	LPIPS0.27	10	2mo ago
Related Concept Categories Average	SurgUn	Preservation Score90.5	9	3mo ago
Related Concept Categories English springer	AC	Preservation Score98.9	9	3mo ago
Related Concept Categories Gas pump	SurgUn	Preservation Score92.4	9	3mo ago
Related Concept Categories Parachute	SurgUn	Preservation Score95.6	9	3mo ago
Related Concept Categories Church	SurgUn	Preservation Score96	9	3mo ago
Supertype concepts	SuPLoRA	CLIP Score26.09	9	3mo ago
Domain-Specific concepts Preservation	SuPLoRA	Cele Accuracy83.38	9	3mo ago
Concept Erasure tench		Dolphin MCP100	7	1mo ago
Concept Erasure gun		Phone MCP97.96	7	1mo ago
Stable Diffusion 1.5	CP	Cassette Player Score27.4	5	1mo ago
DreamBench++	GPT-4o	Spearman Correlation0.748	4	1mo ago
Subjects2k	ID-Sim	AP40.63	4	1mo ago
Legislator prompts	FLUX.1 [schnell]	CS21.89	3	1mo ago
Dog prompts	FLUX.1 [schnell]	CS24.62	3	1mo ago
Pikachu prompts	CA	Concept Score (CS)27.44	3	1mo ago
Spongebob prompts	CA	Concept Score (CS)28.25	3	1mo ago
Mickey prompts	FLUX.1 [schnell]	Concept Score (CS)26.72	3	1mo ago

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