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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
MS COCO
AC
CLIP Score
31.58
60
1mo ago
DPG
Qwen-Image
Overall
88.32
39
1mo ago
Pick-a-Pic v2
SDXL + Diffusion-DPO + PromptLoop
Image Reward
1.2898
27
2mo ago
DPG-Bench
SD3.5-Medium
Global Alignment Score
91.7
20
1mo ago
FLUX.1 dev v1.0 (test)
V-GRPO
HPS-v2.1
0.372
13
1mo ago
RareBench v1 (test)
AAPB
Property Alignment
96.9
11
2mo ago
RareBench
ADAPT
Property (Single Object)
96.3
11
2mo ago
CT-Rate (test)
Modified Diffusion Transformer
CLIP-Score
27.61
10
1d ago
ImageReward (test)
BranchGRPO + AEGPO
Image Reward
1.624
10
3mo ago
Pick-a-Pic (test)
DiffusionNFT + AEGPO
Pick Score
2,388
10
3mo ago
HPD v2.1 (test)
BranchGRPO + AEGPO
HPS-v2.1
0.374
10
3mo ago
prompt dataset (test)
PromptLoop
GenEval
55.05
9
2mo ago
T2I-Compbench
DDSPO
T2I-Compbench Alignment
0.5064
9
2mo ago
Multi-reward evaluation scenario
RSA-FT + DRTune
HPSV2.1
34.98
8
2mo ago
Pick-a-Pic V1 (test)
Training-free alignment for flow matching
PickScore
23.14
8
3mo ago
Stable Diffusion v1.5
TRI-TSMC
ImageReward
0.979
7
8d ago
alignment prompts SDXL
TRI-TSMC
IR
1.275
7
8d ago
GenEval baseline (test)
Diff.-LAIR
Overall Alignment Score
51.44
6
7d ago
PickScore
VGG-Flow
Reward
23.21
6
3mo ago
HPS v2
ReFL
Reward
3.87
6
3mo ago
Aesthetic Score
ReFL
Reward
10
6
3mo ago
DPG-Bench (test)
CoMat-SDXL
DPG
77.13
6
3mo ago
TIFA (test)
CoMat-SDXL
TIFA
87.5
6
3mo ago
Decomposable-Captions-4k
Evaluate-and-Refine (PW + CA)
Human Preference Score
90.25
6
3mo ago
T2I-CompBench++
Clean
Color Alignment Score
37.63
5
5d ago
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