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SOTA Instruction-based Image Editing benchmarks and papers with code | Wizwand
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Instruction-based Image Editing
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ImgEdit Bench 1.0 (test)
Nano-Banana
Add Score
4.62
37
3mo ago
InstructPE (test)
DiffChat
PickScore
19.836
36
3mo ago
KRIS Bench 38 (test)
GPT-4o
Factual Score
79.8
27
2mo ago
RISEBench 49 (test)
GPT-4o
Reasoning
62.8
27
2mo ago
GEdit-Bench-EN (test)
UniWorld-V2
G_SC Score
8.39
22
21d ago
GroundEdit-Bench
Nano Banana Pro
Color Change (EGA)
86
19
3mo ago
Reason50K Total
ReasonBrain
CLIP Score
0.259
16
20d ago
Reason50K Story Reasoning
ReasonBrain
CLIP Score
30.1
16
20d ago
Reason50K Causal Reasoning
ReasonBrain
CLIP Score
0.282
16
20d ago
Reason50K Temporal Reasoning
SmartFreeEdit
CLIP Score
0.268
16
20d ago
Reason50K Physical Reasoning
ReasonBrain
CLIP Score
0.186
16
20d ago
EdiVal Turn 3
GPT-Image-1
EdiVal-VQ
6.56
16
2mo ago
EdiVal (Turn 2)
GPT-Image-1
EdiVal-VQ Score
6.59
16
2mo ago
EdiVal (Turn 1)
GPT-Image-1
EdiVal-VQ Score
6.65
16
2mo ago
SmartEdit Reasoning
COEDITOR++
PSNR
41.061
14
2mo ago
SmartEdit Understanding
COEDITOR++
PSNR
35.89
14
2mo ago
GEditBench English v1
UniWorld-V2
G_SC
8.29
14
3mo ago
ImgEdit 75
Z-Image
Add Score
4.4
13
3mo ago
EmuEdit-bench (test)
Kontext
CLIP-src Score
0.9091
13
3mo ago
GenSpace
SpatialFusion
Camera Score
64.8
12
1mo ago
GEdit-bench (test)
TAG-MoE
CLIP Score (Source)
92.38
12
3mo ago
ImgEdit
GPT Image 2
Add Score
4.85
11
21d ago
GEdit-Bench EN
SpatialFusion
SC Score
7.92
11
1mo ago
ImgEdit-Bench
SpatialFusion
Add
4.17
11
1mo ago
EdiVal object-centric 7
Qwen-Image-Edit + Ours
EdiVal-IF
71.15
10
1mo ago
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