Instruction-based Image Editing
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
71.15EdiVal-IF
10
Apr 23, 2026
12.008PSNR
10
Mar 9, 2026
85.28PQ
9
May 11, 2026
0.838PQ (Perceptual Quality)
9
May 11, 2026
8.216PQ
9
May 11, 2026
75.2PQ
9
May 11, 2026
4.48Overall Score
9
Feb 26, 2026
0.064L1 Loss
9
Feb 26, 2026
0.225L Metric
8
Jun 9, 2026
0.806SSIM
7
Feb 26, 2026
92.15SSIM
7
Feb 26, 2026
81.02Attribute Perception
7
Feb 26, 2026
0.831VIEScore
7
Feb 26, 2026
8,083Instruction Align
6
Feb 26, 2026
23.17Instruction Alignment
6
Feb 26, 2026
0.852CLIP-Sim (Src)
5
Jun 8, 2026
0.043L1 Loss
4
May 11, 2026
0.075L1
4
May 11, 2026
3.712Quality
4
Feb 26, 2026
0.481AES
3
May 11, 2026
0.494AES
3
May 11, 2026
4.65Edit Success
3
Feb 26, 2026