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SOTA Personalized Image Generation benchmarks and papers with code | Wizwand
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Personalized Image Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Personalized Image Generation dataset
L2-guided (Oracle)
CLIP-I
0.9811
21
4d ago
Human Evaluation 30 volunteers (test)
MultiBO
Win Rate
7,082
8
4d ago
DreamBench++ GPT-4o score evaluation (test)
IP-Adapter+
CP (Animal)
90
8
4d ago
DreamBench 30 distinct personalized subjects
Pretrained SD
CLIP-T
0.377
7
4d ago
DreamBooth
DreamCache
CLIP-I Score
90.6
7
4d ago
CelebA-HQ (120 identities)
W+ Adapter
CLIP Score
0.267
7
4d ago
10 distinct content-style pairs
CRAFT-LoRA
Content Similarity (CLIP-I)
0.79
6
4d ago
User Study 50 samples 1.0 (test)
CRAFT-LoRA
Content Fidelity
82.5
6
4d ago
User Study Dataset (100 identity images: 50 synthetic StyleGAN3, 50 real Unsplash) 1.0 (test)
WithAnyone
Baseline Selection Rate
0.333
6
4d ago
Universal Recontextualization
DreamBooth
CLIP-T
29.8
5
4d ago
Custom Personalization 40 characters (test)
SerialGen
CLIP-I
85.49
4
4d ago
User Study
SerialGen
WAC
55
4
4d ago
Personalized Image Dataset (test)
Dreambooth + Faster Diffusion
Clip-score
0.66
4
4d ago
TI and DreamBooth 22 concepts (test)
TI+DB
Preference Share (Baseline)
32
4
4d ago
Single-concept Customization
DreamBooth
DINOv2 Similarity
0.8948
4
4d ago
FaceForensics++ 100 videos, 40 prompts
Face2Diffusion
FID
69.33
4
4d ago
Person category
InstantBooth
Alignment Score
0.314
4
4d ago
Multi-concept Customization
FreeCustom
DINOv2 Score
0.7625
3
4d ago
person category (test)
InstantBooth
Quality Score
3.89
3
4d ago
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