Concept Erasure

Benchmarks

Dataset Name	SOTA Method	Metric
Van Gogh style	UCE	FID16.31	39	3mo ago
GCD v1.4 (test)	ADVUNLEARN	Acc_r93.07	31	1d ago
I2P	ADVUNLEARN	Number of Exposed Body Parts2	30	1d ago
CIFAR-10 (test)	UCE	Class Accuracy: airplane91.33	24	3mo ago
I2P	ESD	I2P Success Rate69.6	23	5d ago
P4D	SD 1.4	ASR98.7	23	2mo ago
CUB (test)	ESD	Aer100	21	3mo ago
Oxford Flowers (test)	ESD	Aer100	21	3mo ago
Stanford Dogs (test)	ESD	Aer100	21	3mo ago
SD Celebrity Erasure v2.1 (test)	UCE	Accuracy (Retained)88.76	16	1d ago
Concept prompts (Snoopy, Mickey, Spongebob, Pikachu, Hello Kitty) and MS-COCO		Snoopy Concept Score (CS)28.51	15	3mo ago
Van-Gogh artistic style 1.4 (test)	SD 1.4	FID14.13	15	3mo ago
NSFW Concepts		Sexually Concept Accuracy69.4	14	1mo ago
Curated Artistic Style	Z-Image Turbo	ACCe33.6	14	2mo ago
MMA	UCE	ASR (%)38	14	3mo ago
I2P	Differential Vector Erasure	ASR (%)2.4	14	3mo ago
Ring-A-Bell		ASR93	13	5d ago
Stable Diffusion Church object v1.4	SD v1.4 (Base)	ASR11	13	3mo ago
Painting Style Concepts	SDv2.1	Erasure Success (Van Gogh)99.5	12	1mo ago
Object Concepts	SDv2.1	Car Accuracy89.5	12	1mo ago
Stable Diffusion Nudity Concept v1.4	SD v1.4 (Base)	ASR 1100	12	3mo ago
Adversarial Prompts (Ring-A-Bell)		Success Rate (Sexually)97	11	1mo ago
Pikachu (test)	SLD	CLIP Score31.9	11	2mo ago
VanGogh (test)	SLD	CLIP Score31.9	11	2mo ago
Bloody (test)	SLD	CLIP Score31.9	11	2mo ago

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