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we created a totally automatic method for liver tumor segmentation in CT images using a 2D convolutional deep neural network to beat all of the primary issues and we have used a pyramid- based UNET model and short skip connections for fast and precise segmentation of images which will be helpful for the early detection of tumor in a human’s bod…