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SOTA Text-to-Image Alignment benchmarks and papers with code | Wizwand
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Text-to-Image Alignment
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
DPG
Qwen-Image
Overall
88.32
39
3d ago
Pick-a-Pic v2
SDXL + Diffusion-DPO + PromptLoop
Image Reward
1.2898
27
23d ago
MS COCO
AC
CLIP Score
31.58
20
18d ago
RareBench v1 (test)
AAPB
Property Alignment
96.9
11
29d ago
RareBench
ADAPT
Property (Single Object)
96.3
11
29d ago
ImageReward (test)
BranchGRPO + AEGPO
Image Reward
1.624
10
1mo ago
Pick-a-Pic (test)
DiffusionNFT + AEGPO
Pick Score
2,388
10
1mo ago
HPD v2.1 (test)
BranchGRPO + AEGPO
HPS-v2.1
0.374
10
1mo ago
prompt dataset (test)
PromptLoop
GenEval
55.05
9
23d ago
T2I-Compbench
DDSPO
T2I-Compbench Alignment
0.5064
9
1mo ago
Multi-reward evaluation scenario
RSA-FT + DRTune
HPSV2.1
34.98
8
25d ago
Pick-a-Pic V1 (test)
Training-free alignment for flow matching
PickScore
23.14
8
1mo ago
PickScore
VGG-Flow
Reward
23.21
6
1mo ago
HPS v2
ReFL
Reward
3.87
6
1mo ago
Aesthetic Score
ReFL
Reward
10
6
1mo ago
DPG-Bench (test)
CoMat-SDXL
DPG
77.13
6
1mo ago
TIFA (test)
CoMat-SDXL
TIFA
87.5
6
1mo ago
Decomposable-Captions-4k
Evaluate-and-Refine (PW + CA)
Human Preference Score
90.25
6
1mo ago
PickScore prompts on FLUX.1
Sol-RL
ImageReward Score
1.7636
5
9d ago
DrawBench (test)
VA-π
CLIP Score
0.291
3
1mo ago
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