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SOTA Instruction-guided image editing benchmarks and papers with code | Wizwand
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Instruction-guided image editing
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
GEdit-Bench EN Full set
Z-Image
G_SC
8.11
20
3d ago
MagicBrush single-turn (test)
MagicBrush
CLIP Similarity (Image)
0.9332
13
4d ago
ZONE (test)
WYS
CLIP-T
0.301
7
4d ago
MagicBrush multi-turn (test)
WYS
CLIP-T
0.313
7
4d ago
I2E-BENCH 1.0 (test)
IP2P
LPIPS-U
0.2137
6
3d ago
EmuEdit
ICEdit
LPIPS-U
0.0493
6
3d ago
MagicBrush
I2E
LPIPS-U
0.0446
6
3d ago
InstructBrush User Study (randomly sampled pairs)
Instruct-CLIP
Total Samples
566
6
3d ago
Human Evaluation User Study (test)
ZONE
Success Rate (SR)
69.4
6
3d ago
HumanEdit Relation
MLLM-as-a-Judge
Overall Average Score
6.153
3
3d ago
HumanEdit (All Edits)
MLLM-as-a-Judge
Image Preservation
6.074
2
3d ago
HumanEdit Counting
MLLM-as-a-Judge
Image Preservation Score
5.2
2
3d ago
HumanEdit Action
MLLM-as-a-Judge
Image Preservation Score
6.203
2
3d ago
HumanEdit Replace
MLLM-as-a-Judge
Image Preservation Score
6.352
2
3d ago
HumanEdit Remove
MLLM-as-a-Judge
Image Preservation Score
5.971
2
3d ago
HumanEdit Add
MLLM-as-a-Judge
Image Preservation
6.555
2
3d ago
GEdit-Bench (test)
BAGEL-NHR-EDIT
SC
7.8
2
3d ago
ImgEdit-Bench (test)
BAGEL-NHR-EDIT
Overall Score
3.33
2
3d ago
HumanEdit Counting
Human Avg
Human Avg Score
66.8
1
3d ago
HumanEdit Replace
Human Avg
Human Avg
80.1
1
3d ago
HumanEdit Add 1.0
Human Avg
Human Avg
0.786
1
3d ago
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