real-world datasets
Benchmarks
TaskDatasetSOTA resultTrendResults
Real-world datasets Aggregate Mean
88.5G-Mean
54
Real-world datasets aggregated (test)
1.93Average Rank
54
9 real-world datasets (average)
1.56Average Ranking
43
12 Real-World Datasets Aggregate (test)
1Average Rank
16
20 Real-world Datasets Overall 2026 (test)
0.163Mean NRMSE
12
20 real-world datasets MCAR 2026 (test)
0.118NRMSE (5% Missing Data)
12
20 real-world datasets MNAR 2026 (test)
0.146NRMSE (5% Missing Rate)
12
Real-world datasets
97.8Best Score
12
Real-world Datasets Chameleon, SynthWildX, WildRF Aggregate
95.8Accuracy
11
Real-world datasets
0.5Time (h)
10
Real-world Datasets
0.748MANIQA Score (Baby Scene)
10
Real-world datasets Aggregated
0.134E
9
Five Real-world Datasets (Real20, Objects, Postcard, Wild, Nature) Average (494) (test)
27.21PSNR
9
15 real-world datasets 10-fold stratified CV (test)
22.5Mean Jaccard
8
Real-world datasets (MEF, LIME, DICM, NPE) (test)
4.14MEF Score
6