IEEE

GA-UNet: Genetic Algorithm-Optimized Lightweight U-Net Architecture for Multi-Sequence Brain Tumor MRI Segmentation

Abstract: Brain tumor segmentation plays a critical role in accurate diagnosis and treatment planning but remains challenging due to complex tumor boundaries and variations across MRI sequences.
IEEE

Tiny-UNet Based Optic Disc and Vessel Segmentation Using Deep Learning

Abstract: Accurate identification of eye diseases such as diabetes and glaucoma primarily depends on precisely getting the retinal vasculature and optic disc borders. This study presents an upgraded U ...
GitHub

Learn PyTorch for Deep Learning

00 - PyTorch Fundamentals Many fundamental PyTorch operations used for deep learning and neural networks. Go to exercises & extra-curriculum Go to slides 01 - PyTorch Workflow Provides an outline for ...
GitHub

Deep Image Colorization: ResNet-U-Net GAN with Perceptual Loss and Retrieval Hints

This project implements a conditional Generative Adversarial Network (cGAN) for automatic grayscale image colorization, inspired by Pix2Pix. The goal is to predict chrominance (ab channels in Lab ...