SOTA Concept Erasure benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10 (test)	UCE	Class Accuracy: airplane91.33	24	4d ago
CUB (test)	ESD	Aer100	21	4d ago
Oxford Flowers (test)	ESD	Aer100	21	4d ago
Stanford Dogs (test)	ESD	Aer100	21	4d ago
Van-Gogh artistic style 1.4 (test)	SD 1.4	FID14.13	15	4d ago
Stable Diffusion Church object v1.4	SD v1.4 (Base)	ASR11	13	4d ago
Stable Diffusion Nudity Concept v1.4	SD v1.4 (Base)	ASR 1100	12	4d ago
Van Gogh style	SD v1.4 (Base)	ASR11	12	4d ago
SD Church v2.1	SD v2.1 (Base)	ASR 1100	9	4d ago
SD Van Gogh v2.1	AEGIS	ASR140	9	4d ago
SD Nudity v2.1	SD v2.1 (Base)	ASR 196.48	9	4d ago
Celebrity and Object concepts Erasure	ESD-u	Cele Acc0	9	4d ago
Adversarial Prompts	FMN	Pre-ASR88.03	8	4d ago
Sensitive Content Nudity	FMN	Erased Breasts (F)345	8	4d ago
COCO	SDv1.5	Coco-FID14.75	8	4d ago
I2P	CA	Nudity Rate1.83	7	4d ago
MMA	CA	Nudity Rate3.2	7	4d ago
Ring-77	CA	Nudity Rate6.32	7	4d ago
Ring-38	CA	Nudity Rate11.58	7	4d ago
Ring-16	CA	Nudity Rate11.58	7	4d ago
Artist Style Erasure (test)	SD v1.4	CLIP Similarity (e)0.31	7	4d ago
ImageNet Tench	SD 1.4 (Base)	ASR0.972	6	4d ago
Nudity concept	SD v1.4	Pre-ASR100	5	4d ago
All adversarial datasets Average	Flux.1-dev	ASR0.181	5	4d ago
P4D	Flux.1-dev	ASR72.8	5	4d ago

Showing 25 of 31 rows