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SOTA Text-Guided Image Editing benchmarks and papers with code | Wizwand
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Text-Guided Image Editing
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
PIE-Bench
RewardFlow
CLIP Similarity (Whole)
29.78
40
1mo ago
General Image Editing
FlashEdit
Speedup
150.84
12
4mo ago
CelebA-HQ
Gradient Ascent
CLIP
0.3567
10
2mo ago
PIE-Bench 700 images
SAVAREdit
Structure Distance
0.0225
9
3mo ago
PIE-Bench (test)
FusionEdit
Structure Distance
14,520
8
4mo ago
Analysis-by-Proxy curated n=200 samples (test)
Norm-AVG
LPIPS
0.07
7
17d ago
TEDBench
QwenImage Edit
SC Score
7.9
7
2mo ago
Image Editing and Reconstruction (test)
Exponential Schedule
Structure Distance
16.22
7
4mo ago
StableDiffusion Evaluation Set 3
Gradient Ascent
CLIPScore
0.3567
6
4mo ago
User Study
FlowDC
SA
78.67
6
4mo ago
Image Editing (test)
MagicBrush
Text Following
88.33
6
4mo ago
User Study 50 images
Trajectory Optimization Control
Reward Alignment
3.67
5
4mo ago
Image Editing
NTI+P2P
Throughput Metric (Batch Size 1)
134
4
1mo ago
SECOND-CC (test)
RSEditDiT
SC
4.6
4
4mo ago
LEVIR-CC (test)
InstructPix2Pix
SC
4.98
4
4mo ago
Custom Scene-Prompt 2,125 scene-prompt pairs (test)
Ours
G2.5F-SA
9.811
4
4mo ago
GEdit-CN Full set
TeleStylev2-QIE-2509-DMD
Query Score (SC)
7.712
2
1mo ago
GEdit-EN (Full set)
TeleStylev2-QIE-2509-DMD
Q_SC Score
7.737
2
1mo ago
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