Concept Erasure

Benchmarks

Dataset Name	SOTA Method	Metric
Van Gogh style	UCE	FID16.31	39	1mo ago
CIFAR-10 (test)	UCE	Class Accuracy: airplane91.33	24	1mo ago
P4D	SD 1.4	ASR98.7	23	1mo ago
CUB (test)	ESD	Aer100	21	1mo ago
Oxford Flowers (test)	ESD	Aer100	21	1mo ago
Stanford Dogs (test)	ESD	Aer100	21	1mo ago
Concept prompts (Snoopy, Mickey, Spongebob, Pikachu, Hello Kitty) and MS-COCO		Snoopy Concept Score (CS)28.51	15	1mo ago
Van-Gogh artistic style 1.4 (test)	SD 1.4	FID14.13	15	1mo ago
Curated Artistic Style	Z-Image Turbo	ACCe33.6	14	22d ago
MMA	UCE	ASR (%)38	14	1mo ago
I2P	Differential Vector Erasure	ASR (%)2.4	14	1mo ago
Stable Diffusion Church object v1.4	SD v1.4 (Base)	ASR11	13	1mo ago
Stable Diffusion Nudity Concept v1.4	SD v1.4 (Base)	ASR 1100	12	1mo ago
Pikachu (test)	SLD	CLIP Score31.9	11	16d ago
VanGogh (test)	SLD	CLIP Score31.9	11	16d ago
Bloody (test)	SLD	CLIP Score31.9	11	16d ago
Nude Unsafe-1k I2P (test)	SLD	CLIP Score31.8	11	16d ago
Stanford Dogs Bluetick	SD v1.4	Acc_t100	11	20d ago
Stanford Dogs Chesapeake Bay Retriever	SD v1.4	Accuracy (Test)100	11	20d ago
Oxford Flowers Camellia	SD v1.4	Accuracy (Target)100	11	20d ago
Oxford Flowers Alpine Sea Holly	SD v1.4	Accuracy (Test)100	11	20d ago
Abstraction Category color	Z-Image Turbo	ACCe30.5	10	22d ago
Entity Category (e.g., church)	AC (Noise-Based)	Accuracy25.5	10	22d ago
Mario erasure benchmark 1,000-image	Diversified-UCE	CLIP-i Score71.97	10	29d ago
Ring	SD v1.4	ASR71.3	10	1mo ago

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