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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
DreamBooth
DreamCache
DINO Score
83.7
45
24d ago
Personalized Image Generation dataset
L2-guided (Oracle)
CLIP-I
0.9811
21
4mo ago
CustomConcept101
LoRA
DINO Score
0.6726
16
4mo ago
VGGFace2 512x512 (test)
IDDM
FSR
81
14
3mo ago
CelebA-HQ 512x512 (test)
IDDM
FSR
65
14
3mo ago
CelebA-HQ v1 (test)
Mist
FDSR
1
12
22d ago
MovieLens
DPPMG
Overall Score
29.49
11
1mo ago
Short Videos
Oracle
Consistency
34.22
9
1mo ago
Product
Oracle
Consistency
0.3296
9
1mo ago
Games
Oracle
Consistency
0.3441
9
1mo ago
XVerseBench
UniVerse
Overall Score
74.16
8
1mo ago
XVerseBench Multi-Subject
OmniGen2
DPG
91.29
8
1mo ago
XVerseBench Single-Subject
DreamO
DPG
97.19
8
1mo ago
UniVerseBench
UniVerse
Overall Score
51.05
8
1mo ago
UniVerseBench Multi-Subject
UniVerse
IP-S
42.29
8
1mo ago
UniVerseBench Single-Subject
UniVerse
IP-S
51.49
8
1mo ago
Personalization Dataset Tortoise plushy
DreamBooth
Subject Identity Preservation
7.628
8
2mo ago
Personalization Dataset Cat
DreamBooth
Subject Identity Preservation
9.98
8
2mo ago
Personalization Dataset Woman
DreamBooth
Subject Identity Preservation
8.275
8
2mo ago
User Study 138 questions 1.0 (test)
PureCC
Original Behavior Consistency
98.5
8
4mo ago
Human Evaluation 30 volunteers (test)
MultiBO
Win Rate
7,082
8
4mo ago
DreamBench++ GPT-4o score evaluation (test)
IP-Adapter+
CP (Animal)
90
8
4mo ago
Demographic Alignment Dataset
ZIPPY
CLIPScore
77.4
7
1mo ago
RapidData
ZIPPY
CLIPScore
78.3
7
1mo ago
PIP
DrUM
CLIPScore
66.9
7
1mo ago
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