Synthetic dataset
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Synthetic dataset non-stationary Stream #4
0.998NMI
6
Synthetic dataset non-stationary Stream #3
0.998NMI
6
Synthetic dataset non-stationary Stream #2
99.7NMI
6
Synthetic dataset non-stationary Stream #1
100NMI
6
Synthetic dataset 1/2 labels
0.01MAE
6
Synthetic dataset 1/4 labels
0.021MAE
6
Synthetic dataset 1/5 labels
0.024MAE
6
Synthetic dataset Average
39.05PSNR
6
Synthetic dataset Vessels 2
48.91PSNR
6
Synthetic dataset Vessels 1
44.29PSNR
6
Synthetic dataset Neurons 3
43.3PSNR
6
Synthetic dataset Neurons 2
32.92PSNR
6
Synthetic dataset Neurons 1
37.44PSNR
6
Synthetic dataset Microglia 2
40.84PSNR
6
Synthetic dataset Neutrophils
39.94PSNR
6
Synthetic dataset Dendrites 2
36.65PSNR
6
Synthetic dataset Dendrites 1
30.92PSNR
6
Synthetic dataset B cells
45.15PSNR
6
Synthetic Dataset (val)
0.104MSE
6
Synthetic Dataset (val)
0.118MSE
6
Synthetic dataset
79.5Accuracy
6
Synthetic dataset Out-of-sample (test)
0.156RMSE (Treated Group)
6
Synthetic dataset In-sample (train)
0.143RMSE (a=1)
6
Synthetic dataset (test)
29.008PSNR
6
Synthetic dataset (test)
3.551MAE
6