unet-architecture 开源项目推荐（5 个）

shalabh147 /Brain-Tumor-Segmentation-and-Survival-Prediction-using-Deep-Neural-Networks

使用最先进的卷积神经网络架构，包括3D UNet、3D VNet和2D UNet进行脑肿瘤分割，并使用分割的图像特征通过深度神经网络进行患者生存预测。

YoussefAboelwafa /Retina_Blood_Vessel_Segmentation

The project involves using a dataset of 100 high-resolution retinal fundus images for blood vessel segmentation to aid in early detection of retinal pathologies | Implemented U-Net architecture from scratch, known for its efficiency in semantic segmentation with limited data | The final model achieved 86% IoU score | PyTorch Lightning

kzaleskaa /depth-estimation-with-compression

Development of a depth estimation model based on a UNET architecture - connection of Bi-directional Feature Pyramid Network (BIFPN) and EfficientNet.

Abdul-Moiz-Shehzad /Dual-Input-Attention-Guided-GAN-for-Joint-Low-Light-Image-Enhancement-and-Super-Resolution

Dual-AttnGAN: A dual-input GAN for joint low-light image enhancement and 4× super-resolution, fusing wide-angle and zoomed images via asymmetric cross-attention.

Aiman-Wazir /ML_medical-image_SR

This project is an AI-powered Medical Image Super-Resolution system designed to enhance the quality of low-resolution X-ray and MRI images using a U-Net deep learning architecture. Built with TensorFlow, Keras, OpenCV, and Flask, the system reconstructs high-resolution images while preserving important anatomical details.