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import torch | |
import torch.nn as nn | |
import torch.nn.functional as F | |
from utils.utils import number_of_features_per_level | |
"""Reference | |
Recurrent Residual Unet 3D implemented based on https://arxiv.org/pdf/2105.02290.pdf. | |
""" | |
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import keras | |
from keras import backend as K, optimizers | |
from keras.callbacks import EarlyStopping, ModelCheckpoint | |
#from keras.preprocessing.image import ImageDataGenerator | |
from keras.models import Model | |
from keras.layers import Input, concatenate | |
from keras.layers import Dense, Dropout, Flatten | |
from keras.layers import Conv3D, BatchNormalization |