Simulated
Benchmarks
TaskDatasetSOTA resultTrendResults
Simulated binary classification 1.0 (train test)
1Feature Rank
60
Simulated datasets
0.455Cohen's d
24
Simulated Dataset
0.7Relative Percent Error
23
Simulated Case 3 Model 3 (test)
0.14MAE
10
Simulated Case 1 Model 1 (test)
0.06MAE
10
Simulated p=300 (test)
0.863PCC
9
Simulated p=100 (test)
0.874PCC
9
Simulated p=50 (test)
0.937PCC
9
Simulated (test)
3.39DNSMOS
8
Simulated SNR=30 dB
0.018SAD
8
Simulated SNR=20 dB
0.015SAD
8
Simulated SNR=10 dB
0.056SAD
8
Simulated following DiffUIR 4sets
31.11PSNR
7
Simulated following DiffUIR
34.33PSNR
7
Simulated following DiffUIR
32.86PSNR
7
Simulated following DiffUIR
27.42PSNR
7
Simulated following DiffUIR 6sets
34.75PSNR
7
Simulated
0.069Calibration Error
6
Simulated
98.6AUC-PR
6
Simulated
0.031MAE
6
Simulated beta = 5 (test)
9.51DER
6
Simulated beta = 3 (test)
8.51DER
6
Simulated datasets
0.038Median Runtime (s)
5
Simulated (sim)
8.45MAE
3
Simulated
76T-IOU
3