Update and rename NexToU_Res_Encoder_Decoder.py to NexToU_Encoder_Dec…

…oder.py

network_architecture/NexToU_Res_Encoder_Decoder.py → network_architecture/NexToU_Encoder_Decoder.py

@@ -35,7 +35,7 @@ def __init__(self, drop_path_rate=0., pool_op_kernel_sizes_len=4):
         self.reduce_ratios = [16, 8, 4, 2] + [1] * (pool_op_kernel_sizes_len - 4)
 
 # https://github.com/MIC-DKFZ/dynamic-network-architectures/blob/main/dynamic_network_architectures/building_blocks/residual_encoders.py
-class NexToU_ResidualEncoder(nn.Module):
+class NexToU_Encoder(nn.Module):
     def __init__(self,
                  input_channels: int,
                  patch_size: List[int],
@@ -240,9 +240,9 @@ def compute_conv_feature_map_size(self, input_size):
             input_size = [i // j for i, j in zip(input_size, self.strides[s])]
         return output
 
-class NexToU_ResidualDecoder(nn.Module):
+class NexToU_Decoder(nn.Module):
     def __init__(self,
-                 encoder: Union[PlainConvEncoder, ResidualEncoder, NexToU_ResidualEncoder],
+                 encoder: Union[PlainConvEncoder, ResidualEncoder, NexToU_Encoder],
                  patch_size: List[int],
                  strides: Union[int, List[int], Tuple[int, ...]],
                  num_classes: int,