Using 2 channels(NTransmittance & Retardation) for more regional information...

Using 2 channels(NTransmittance & Retardation) for more regional information with sigmoid at decoder end

code/data.py

@@ -145,7 +145,7 @@ class TestDataModule(pl.LightningDataModule):
                 pli_train_file = h5py.File(os.path.join(pli_path, pli_files_list[i]), 'r')
                 pli_train_file = pli_train_file['pyramid/00']
                 pli_train_file = np.asarray(pli_train_file).astype(np.float32)
-                pli_train_file = pli_train_file - 0.5
+                pli_train_file = pli_train_file
                 pli_train_file = np.clip(pli_train_file, 0, 1)
                 self.pli_train.append(pli_train_file)
             '''
@@ -207,7 +207,7 @@ class TestDataModule(pl.LightningDataModule):
                 pli_train_file = h5py.File(os.path.join(pli_Direction_path, pli_Direction_files_list[i]), 'r')
                 pli_train_file = pli_train_file['pyramid/00']
                 pli_train_file = np.asarray(pli_train_file).astype(np.float32)
-                pli_train_file = (pli_train_file/255) - 0.5
+                pli_train_file = (pli_train_file/255) 
                 pli_Direction_train.append(pli_train_file)
             '''
 
@@ -245,7 +245,7 @@ class TestDataModule(pl.LightningDataModule):
             pli_val_file = pli_val_file['pyramid/00']
             pli_val_file = np.asarray(pli_val_file).astype(np.float32)
             pli_val_file = np.clip(pli_val_file, 0, 1)
-            pli_val_file = pli_val_file - 0.5
+            pli_val_file = pli_val_file
             self.pli_val.append(pli_val_file)
             '''
 
@@ -259,13 +259,13 @@ class TestDataModule(pl.LightningDataModule):
             pli_NTransmittance_val_file = h5py.File(os.path.join(pli_NTransmittance_path, pli_NTransmittance_files_list[4]), 'r')
             pli_NTransmittance_val_file = pli_NTransmittance_val_file['pyramid/00']
             pli_NTransmittance_val_file = np.asarray(pli_NTransmittance_val_file).astype(np.float32)
-            pli_NTransmittance_val_file = pli_NTransmittance_val_file - 0.5
+            pli_NTransmittance_val_file = pli_NTransmittance_val_file
             pli_NTransmittance_val.append(pli_NTransmittance_val_file)
 
             pli_Retardation_val_file = h5py.File(os.path.join(pli_Retardation_path, pli_Retardation_files_list[4]), 'r')
             pli_Retardation_val_file = pli_Retardation_val_file['pyramid/00']
             pli_Retardation_val_file = np.asarray(pli_Retardation_val_file).astype(np.float32)
-            pli_Retardation_val_file = pli_Retardation_val_file - 0.5
+            pli_Retardation_val_file = pli_Retardation_val_file
             pli_Retardation_val.append(pli_Retardation_val_file)
 
             #For Stacking Direction data. As it is not required, don't touch it!
@@ -273,7 +273,7 @@ class TestDataModule(pl.LightningDataModule):
             pli_Direction_val_file = h5py.File(os.path.join(pli_Direction_path, pli_Direction_files_list[4]), 'r')
             pli_Direction_val_file = pli_Direction_val_file['pyramid/00']
             pli_Direction_val_file = np.asarray(pli_Direction_val_file).astype(np.float32)
-            pli_Direction_val_file = (pli_Direction_val_file/255) - 0.5
+            pli_Direction_val_file = (pli_Direction_val_file/255)
             pli_Direction_val.append(pli_Direction_val_file)
             '''
 
@@ -285,7 +285,7 @@ class TestDataModule(pl.LightningDataModule):
             cyto_val_file = h5py.File(os.path.join(cyto_path, cyto_files_list[4]), 'r')
             cyto_val_file = cyto_val_file['pyramid/00']
             cyto_val_file = np.asarray(cyto_val_file).astype(np.float32)
-            cyto_val_file = (cyto_val_file/255) - 0.5
+            cyto_val_file = (cyto_val_file/255)
             self.cyto_val.append(cyto_val_file)
 
         else: