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Automated Diabetic Retinopathy Grading via Deep Neural Networks and Traditional Machine Learning

Dataset Characteristics and Preprocessing The dataset comprises 1000 fundus photographs categorized into four severity levels of diabetic retinopathy. Initial exploratory analysis revealed significant class imbalance across the severity grades. Too mitigate this, targeted augmentation strategies wer...

Implementation of Convolution Kernels for Convolutional Neural Networks

2D Cross-Correlation Calculatoin import torch from torch import nn def compute_2d_cross_corr(input_tensor, kernel): """Execute 2D cross-correlation operation""" kernel_h, kernel_w = kernel.shape output_h = input_tensor.shape[0] - kernel_h + 1 output_w = input_tensor.sha...