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SOTA Text to Image benchmarks and papers with code | Wizwand
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Text to Image
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
MS-COCO 1k (test)
CRCL
R@1
64.7
53
5mo ago
MMA-Diffusion (test)
Original
ASR
39.9
39
1mo ago
UniGenBench Long
MAPE
UniGen Score
89.23
29
1mo ago
UniGenBench Short
Gemini-3.1-Pro (MSP)
UniGen Score
86.69
29
1mo ago
CUHK-PEDES
VGSG
Rank-1
71.38
28
5mo ago
DPG-Bench
Qwen-Image
DPG-Bench Score
88.32
27
1mo ago
MS-COCO 5K prompts 2014 (val)
Wanda
FID
27.49
23
5mo ago
PartiPrompts 42 (test)
SD 3 M + CaPO
VQAScore
91.4
19
5mo ago
GenEval 11 (test)
SD 3.5 M
Accuracy (Single Obj)
100
19
5mo ago
MJHQ 30K (test)
FLUX-SwD
PS (Perceptual Score)
21.9
18
4mo ago
COCO 30K (test)
FLUX-Turbo-Alpha
PS
23.1
18
4mo ago
CVTG-2K
Z-Image
CVTG-2K Score
86.71
17
1mo ago
GenAI-Bench 19 (test)
Individual Expert (Flow-GRPO)
VQAScore
78.2
17
5mo ago
OCR 6 (test)
Individual Expert (Flow-GRPO)
OCR Score
97.1
17
5mo ago
PickScore 15 (test)
Individual Expert (Flow-GRPO)
PickScore
23.566
17
5mo ago
GenEval 29 (test)
Weight Merge
Sing. Acc
100
16
29d ago
Pick-a-Pic
Z^2-Sampling
HPSv2
32.42
15
2mo ago
MS-COCO 5k image-text pairs
SMC-CFG
FID
20.044
15
4mo ago
GenExam Math (Overall)
Draw2Think
Strict Accuracy
68.2
14
2mo ago
CC101 (test)
Class Diffusion + AdaptSP (rm)
CLIP-Tp
22.15
12
2mo ago
DrawBench
Z^2-Sampling
HPS v2
30.58
12
2mo ago
GenEval
Euler
Overall Score
0.733
12
5mo ago
Blue-Fire 900 Images
FouRA
LPIPS Diversity
52.2
12
5mo ago
Paintings 630 Images
FouRA
LPIPS Diversity
45.7
12
5mo ago
UniGenBench++
DALLE-3
Short Summary Metric
68.85
10
2mo ago
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