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Personalized Image Generation

Benchmarks

Dataset Name	SOTA Method	Metric
DreamBooth	DreamCache	CLIP-I Score90.6	34	6d ago
Personalized Image Generation dataset		CLIP-I0.9811	21	1mo ago
CustomConcept101	LoRA	DINO Score0.6726	16	25d ago
VGGFace2 512x512 (test)	IDDM	FSR81	14	17d ago
CelebA-HQ 512x512 (test)	IDDM	FSR65	14	17d ago
User Study 138 questions 1.0 (test)	PureCC	Original Behavior Consistency98.5	8	1mo ago
Human Evaluation 30 volunteers (test)	MultiBO	Win Rate7,082	8	1mo ago
DreamBench++ GPT-4o score evaluation (test)	IP-Adapter+	CP (Animal)90	8	1mo ago
Custom101 (test)	Ours	Generation Time (s)2	7	24d ago
PIP-dataset (test)		ViPer Score89.19	7	25d ago
DreamBench 30 distinct personalized subjects	Pretrained SD	CLIP-T0.377	7	1mo ago
CelebA-HQ (120 identities)	W+ Adapter	CLIP Score0.267	7	1mo ago
10 distinct content-style pairs	CRAFT-LoRA	Content Similarity (CLIP-I)0.79	6	1mo ago
User Study 50 samples 1.0 (test)	CRAFT-LoRA	Content Fidelity82.5	6	1mo ago
User Study Dataset (100 identity images: 50 synthetic StyleGAN3, 50 real Unsplash) 1.0 (test)	WithAnyone	Baseline Selection Rate0.333	6	1mo ago
Universal Recontextualization	DreamBooth	CLIP-T29.8	5	1mo ago
Custom Personalization 40 characters (test)	SerialGen	CLIP-I85.49	4	1mo ago
User Study	SerialGen	WAC55	4	1mo ago
Personalized Image Dataset (test)	Dreambooth + Faster Diffusion	Clip-score0.66	4	1mo ago
TI and DreamBooth 22 concepts (test)	TI+DB	Preference Share (Baseline)32	4	1mo ago
Single-concept Customization	DreamBooth	DINOv2 Similarity0.8948	4	1mo ago
FaceForensics++ 100 videos, 40 prompts	Face2Diffusion	FID69.33	4	1mo ago
Person category	InstantBooth	Alignment Score0.314	4	1mo ago
Multi-concept Customization	FreeCustom	DINOv2 Score0.7625	3	1mo ago
person category (test)	InstantBooth	Quality Score3.89	3	1mo ago

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