The addition of layers to the U-Net architecture can cause more parameters and redundant computation. The use of skip connection in the ResNet architecture can solve this problem, but it can cause the loss of important features from the previous layer. Bi-directional Convolutional Long Short Term Memory (Bi-ConvLSTM) can store previous and current information for a long time so that the missing…