SOTA Personalized Image Generation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
DreamBooth	DreamCache	CLIP-I Score90.6	34	1mo ago
Personalized Image Generation dataset		CLIP-I0.9811	21	3mo ago
CustomConcept101	LoRA	DINO Score0.6726	16	2mo ago
VGGFace2 512x512 (test)	IDDM	FSR81	14	2mo ago
CelebA-HQ 512x512 (test)	IDDM	FSR65	14	2mo ago
MovieLens	DPPMG	Overall Score29.49	11	6d ago
XVerseBench	UniVerse	Overall Score74.16	8	1d ago
XVerseBench Multi-Subject	OmniGen2	DPG91.29	8	1d ago
XVerseBench Single-Subject	DreamO	DPG97.19	8	1d ago
UniVerseBench	UniVerse	Overall Score51.05	8	1d ago
UniVerseBench Multi-Subject	UniVerse	IP-S42.29	8	1d ago
UniVerseBench Single-Subject	UniVerse	IP-S51.49	8	1d ago
Personalization Dataset Tortoise plushy	DreamBooth	Subject Identity Preservation7.628	8	23d ago
Personalization Dataset Cat	DreamBooth	Subject Identity Preservation9.98	8	23d ago
Personalization Dataset Woman	DreamBooth	Subject Identity Preservation8.275	8	23d ago
User Study 138 questions 1.0 (test)	PureCC	Original Behavior Consistency98.5	8	2mo ago
Human Evaluation 30 volunteers (test)	MultiBO	Win Rate7,082	8	3mo ago
DreamBench++ GPT-4o score evaluation (test)	IP-Adapter+	CP (Animal)90	8	3mo ago
#Advertisement	DPPMG	Overall Score30.48	7	1mo ago
Custom101 (test)	Ours	Generation Time (s)2	7	2mo ago
PIP-dataset (test)		ViPer Score89.19	7	2mo ago
DreamBench 30 distinct personalized subjects	Pretrained SD	CLIP-T0.377	7	3mo ago
CelebA-HQ (120 identities)	W+ Adapter	CLIP Score0.267	7	3mo ago
10 distinct content-style pairs	CRAFT-LoRA	Content Similarity (CLIP-I)0.79	6	3mo ago
User Study 50 samples 1.0 (test)	CRAFT-LoRA	Content Fidelity82.5	6	3mo ago

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