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Projects in Awesome Lists tagged with unet-image-segmentation

A curated list of projects in awesome lists tagged with unet-image-segmentation .

https://github.com/karolzak/keras-unet

Helper package with multiple U-Net implementations in Keras as well as useful utility tools helpful when working with image semantic segmentation tasks. This library and underlying tools come from multiple projects I performed working on semantic segmentation tasks

deep-learning deep-neural-networks deeplearning image-segmentation keras keras-tensorflow satellite-imagery segmentation semantic-segmentation u-net unet unet-image-segmentation unet-keras

Last synced: 04 Apr 2025

https://github.com/frgfm/holocron

PyTorch implementations of recent Computer Vision tricks (ReXNet, RepVGG, Unet3p, YOLOv4, CIoU loss, AdaBelief, PolyLoss, MobileOne). Other additions: AdEMAMix

ademamix computer-vision cspdarknet53 darknet deep-learning object-detection pytorch resnet rexnet tridentnet unet-image-segmentation yolo yolov4

Last synced: 15 May 2025

https://github.com/frgfm/Holocron

PyTorch implementations of recent Computer Vision tricks (ReXNet, RepVGG, Unet3p, YOLOv4, CIoU loss, AdaBelief, PolyLoss, MobileOne). Other additions: AdEMAMix

ademamix computer-vision cspdarknet53 darknet deep-learning object-detection pytorch resnet rexnet tridentnet unet-image-segmentation yolo yolov4

Last synced: 05 Apr 2025

https://github.com/ZFTurbo/ZF_UNET_224_Pretrained_Model

Modification of convolutional neural net "UNET" for image segmentation in Keras framework

keras pretrained-models segmentation unet unet-image-segmentation

Last synced: 20 Apr 2025

https://github.com/zfturbo/zf_unet_224_pretrained_model

Modification of convolutional neural net "UNET" for image segmentation in Keras framework

keras pretrained-models segmentation unet unet-image-segmentation

Last synced: 13 Apr 2025

https://github.com/nikhilroxtomar/unet-segmentation-in-keras-tensorflow

UNet is a fully convolutional network(FCN) that does image segmentation. Its goal is to predict each pixel's class. It is built upon the FCN and modified in a way that it yields better segmentation in medical imaging.

fcn keras-tensorflow segmentation-network unet-image-segmentation unet-segmentation

Last synced: 13 Apr 2025

https://github.com/fepegar/unet

"pip install unet": PyTorch Implementation of 1D, 2D and 3D U-Net architecture.

convolutional-neural-networks deep-learning medical-imaging unet unet-image-segmentation unet-pytorch

Last synced: 06 Apr 2025

https://github.com/ashishpatel26/satellite-image-semantic-segmentation-unet-tensorflow-keras

Collection of different Unet Variant suchas VggUnet, ResUnet, DenseUnet, Unet. AttUnet, MobileNetUnet, NestedUNet, R2AttUNet, R2UNet, SEUnet, scSEUnet, Unet_Xception_ResNetBlock

keras-segmentation keras-semantic-segmentation semantic-segmentation tensorflow-keras tensorflow2-image-segmentation tensorflow2-unet unet unet-image-segmentation unet-keras unet-segmentation unet-tensorflow

Last synced: 14 May 2025

https://github.com/amrzhd/mriskullstripping

Developing a UNet3D model for accurate MRI skull stripping using the Calgary Campinas 359 dataset, enhancing neuroimaging preprocessing workflows.

biomedical-image-processing image-segmentation monai mri mri-images nibabel python pytorch unet unet-image-segmentation

Last synced: 07 Apr 2025

https://github.com/adityajn105/brain-tumor-segmentation-unet

Implementation of U-Net from paper "U-Net: Convolutional Networks for Biomedical Image Segmentation" to segment tumor in given MRI images.

dice-loss image-segmentation keras mri-images tumor-segmentation unet unet-image-segmentation

Last synced: 13 Apr 2025

https://github.com/nikhilroxtomar/multiclass-segmentation-in-unet

Multiclass segmentation on the Oxford-IIIT Pet dataset using the U-Net dataset.

segmentation unet unet-image-segmentation unet-keras

Last synced: 14 Apr 2025

https://github.com/nikhilroxtomar/unet-with-pretrained-encoder

The repository contains the Jupyter Notebook that perform semantic segmentation using the famous U-Net. The encoder of the U-Net is replaced with the pretrained encoder.

keras keras-tensorflow semantic-segmentation tensorflow unet unet-image-segmentation

Last synced: 14 Apr 2025

https://github.com/greed2411/unet_pytorch

Pytorch implementation of UNet for converting aerial satellite images into google maps kinda images.

pytorch semantic-segmentation torchvision unet unet-image-segmentation unet-pytorch

Last synced: 07 May 2025

https://github.com/koldim2001/unet-pytorch-training

Репозиторий для обучения нейросетевых моделей по семантической сегментации + пример использования моделей на практике

camvid-dataset cvat hair-segmentation pytorch-segmentation segmentation segmentation-training semantic-segmentation skin-segmentation streamlit-webapp unet unet-image-segmentation unet-pytorch

Last synced: 13 Apr 2025

https://github.com/nikhilroxtomar/unet-for-person-segmentation

U-Net for person segmentation in TensorFlow using Keras API.

keras tensorflow unet-image-segmentation unet-keras unet-segmentation

Last synced: 14 Apr 2025

https://github.com/nikhilroxtomar/unet-segmentation-on-ct-scan-images-in-tensorflow-2.0

The repository contains the code for UNET segmentation on CT scan dataset in TensorFlow 2.0 framework.

ctscan-dataset tensorflow tensorflow-segmentation unet-image-segmentation unet-keras unet-tensorflow

Last synced: 14 Apr 2025

https://github.com/nikhilroxtomar/retina-blood-vessel-segmentation-using-unet-in-tensorflow

This repository contains the code for the Retina Vessel Segmentation (DRIVE) using the UNET architecture in TensorFlow 2.0

tensorflow tensorflow-models unet-image-segmentation unet-segmentation unet-tensorflow

Last synced: 09 Feb 2025

https://github.com/nikhilroxtomar/lung-segmentation-in-tensorflow-2.0

This repository contains the code for Lung segmentation using Montgomery dataset in TensorFlow 2.0.

unet unet-image-segmentation unet-keras unet-segmentation unet-tensorflow

Last synced: 14 Apr 2025

https://github.com/vigneshs10/segmentation-vgg19

📜 A Novel Facial Emotion Recognition Model Using Segmentation VGG-19 Architecture

convolutional-neural-networks pytorch resnet-50 segmentation unet-image-segmentation vgg19

Last synced: 16 Jan 2025

https://github.com/edaaydinea/low-grade-glioma-segmentation

This is a capstone project on a real dataset related to segmenting low-grade glioma. This capstone project is included in the UpSchool Machine Learning & Deep Learning Program in partnership with Google Developers.

albumentations deep-learning feature-pyramid-network neural-network pre-trained-model resunet-architecture unet-image-segmentation

Last synced: 11 Apr 2025

https://github.com/anshchoudhary/lane-detection-unet

This repository contains the implementation of a lane detection system using the UNet architecture. The model is trained on the BDD100K dataset, leveraging its diverse and large-scale data to ensure robust performance under various weather conditions and different times of day.

adas autonomous-driving bdd100k deep-learning lane-detection machine-learning opencv pytorch self-driving-car torchvision unet-image-segmentation

Last synced: 09 Apr 2025

https://github.com/nikhilroxtomar/skin-lesion-segmentation-in-tensorflow-2.0

This repository contains the code for semantic segmentation of the skin lesions on the ISIC-2018 dataset using TensorFlow 2.0.

image-segmentation-tensorflow isic-2018 skin-cancer-segmentation skin-lesion-segmentation tensorflow unet-image-segmentation

Last synced: 14 Apr 2025

https://github.com/matin-ghorbani/salt-segmentation-unet

Implement a salt segmentation using PyTorch for TGS Salt Identification Challenge

deep-learning image-segmentation pytorch unet unet-image-segmentation unet-pytorch

Last synced: 28 Jan 2025

https://github.com/bhimrazy/lung-tumours-segmentation

Empowering 3D Lung Tumour Segmentation with MONAI

lung-tumor-segmentation monai python pytorch unet-image-segmentation

Last synced: 19 Jun 2025

https://github.com/mahdizynali/brats2020-tensorflow-brain-tumor-segmentation

implementation of Tensorflow Unet brain tumor segmentation and detection enhanced with attention model on nii datasets

attention-model brain detection machine-learning neural-network opencv segmentation tensorflow tensorflow2 tumor-detection tumor-segmentation unet unet-image-segmentation

Last synced: 14 Apr 2025

https://github.com/sushant1827/image-segmentation-with-u-net

Coursera - CNN Programming Assignment: In this project, we will build an image segmentation system with U-Net

cnn image-segmentation unet-image-segmentation

Last synced: 12 Apr 2025

https://github.com/cedriccaruzzo/pannuke-segmentation

An open-source UNet-based pipeline for nuclei segmentation in histopathology images using the PanNuke dataset. It features an interactive web app for easy data visualization and handling, making AI tools accessible even for non-experts. This project provides a foundation for training and exploring histopathology data.

deep-learning deeplab-v3-plus deeplab-v3-plus-pytorch histopathology histopathology-image-analysis machine-learning python pytorch resnet-50 resunet segmentation semantic-segmentation unet unet-image-segmentation unet-pytorch unet-segmentation unetplusplus

Last synced: 14 Feb 2025

https://github.com/nikhilroxtomar/cell-nuclei-segmentation-in-tensorflow-2.0

This repository contains the code for semantic segmentation of the cell nuclei on the 2018 Data Science Bowl dataset using UNET architecture in TensorFlow 2.0 framework.

tensorflow unet-image-segmentation unet-keras

Last synced: 14 Apr 2025

https://github.com/sushantdhumak/image-segmentation-with-u-net

Coursera - CNN Programming Assignment: In this project, we will build an image segmentation system with U-Net

cnn image-segmentation unet-image-segmentation

Last synced: 26 Mar 2025

https://github.com/nata-vito/skin-cancer-segmentation

The aim of this project is to train segmentation models with png mask. This work uses U-Net model specialized in biomedical image segmentation in order to segment skin cancers.

computervision overlay segmentation-models tutorial unet-image-segmentation unet-pytorch

Last synced: 23 Apr 2025

https://github.com/nikhilroxtomar/image-segmentation-using-unetr

Human Hair Segmentation using the UNETR (U-Net Transformers) in TensorFlow

image-segmentation-tensorflow unet-image-segmentation unetr unetr-segmentation

Last synced: 16 Jan 2025

https://github.com/alishdipani/u-net-pytorch

Image segmentation of nuclei using Deep Convolution Neural networks derived from U-net

deep-learning python3 pytorch-implmention segmentation unet-image-segmentation

Last synced: 03 Dec 2024

https://github.com/bhimrazy/unet

PyTorchUNet : A PyTorch Implementation of UNet Architecture for Semantic Segmentation of Images from scratch.

pytorch pytorch-implementation segmentation unet unet-image-segmentation unet-pytorch

Last synced: 19 Apr 2025

https://github.com/shub-garg/hybrid-lung-segmentation-disease-classification-and-severity-localization

A project for lung disease detection and analysis using deep learning. It includes lung segmentation, disease classification, and severity localization with Grad-CAM for visual explanations. This repository provides code, datasets, and documentation for replication and further research.

coatnet computervision covid-19 cv deep-learning diseaseclassification gradcam-visualization keras lung-segmentation machine-learning medicalimageanalysis opencv tensorflow unet-image-segmentation

Last synced: 05 Feb 2025

https://github.com/csiebler/unet-pytorch-azureml

An example for running UNET with PyTorch on Azure Machine Learning

azure azure-machine-learning pytorch unet-image-segmentation

Last synced: 15 Dec 2024

https://github.com/ranpy13/portrait-blur-bokeh

Attempt to recreate the DSLR like portrait bokeh blur effect on any normal image using deep learning, resnet and unet.

bokeh deep-neural-networks opencv resnet unet-image-segmentation

Last synced: 26 Apr 2025

https://github.com/deepmancer/unet-semantic-segmentation

PyTorch UNet model for semantic segmentation of urban scenes using the Cityscapes dataset

cityscapes from-scratch image-segmentation semantic-segmentation unet unet-image-segmentation unet-pytorch

Last synced: 14 Mar 2025

https://github.com/yaricom/plastic-unet

The U-Net CNN with differentiable plasticity learning method implementation

convolutional-neural-networks differentiable-plasticity unet-image-segmentation

Last synced: 09 Apr 2025

https://github.com/fatemehrshd/kvasir-seg

Tumor Tissue Segmenration using U-Net Architecture - Kvasir Dataset

image-segmentation kvasir kvasir-seg unet unet-image-segmentation unet-keras

Last synced: 26 Mar 2025

https://github.com/adityajn105/tgs-salt-identification-image-segmentation-

This is a Kaggle competition on Image Segmentation. We have to identify pixels in seismic images with salt sediment present. Here I will use UNet (Encoder and Decoder) to tackle the challenge.

deep-learning image kaggle-competition keras tgs-salt-identification unet-image-segmentation

Last synced: 13 Apr 2025

https://github.com/samridhisainii/u-net-architecture

Research paper on Unet++ Architecture

research unet-image-segmentation

Last synced: 30 Mar 2025

https://github.com/pathak-ashutosh/liver-segmentation

Segment liver using unet architecture. This was a project I did for a senior anonymously as his final year project during my undergrad.

biomedical-image-processing computer-vision deep-learning deep-neural-networks machine-learning neural-network segmentation unet-image-segmentation

Last synced: 21 Feb 2025

https://github.com/sayannath/unet-implementation

UNet from Pytorch from Scratch.

pytorch segmentation unet-image-segmentation

Last synced: 30 Mar 2025

https://github.com/yothgewalt/breast-cancer-nodules-with-unet-architecture

U-Net is a convolutional neural network that was developed for biomedical image segmentation at the Computer Science Department of the University of Freiburg.[1] The network is based on the fully convolutional network[2] and its architecture was modified and extended to work with fewer training images and to yield more precise segmentations.

breast-cancer convolutional-neural-networks unet-image-segmentation

Last synced: 22 Mar 2025

https://github.com/mohazamani/gastrointestinal-polyp-segmentation

Polyp segmentation on the Kvasir-SEG dataset using deep learning models like UNet, UNet++, PSPNet, and DeepLabV3Plus with ResNet50 and MobileNetV2 encoders.

ai cnn computer-vision convolutional-neural-networks deep-lab-v3-plus encoder-decoder-architecture image-segmentation kvasir-seg mobile-net-v2 pspnet pytorch resnet-50 unet-image-segmentation unet-plusplus vision

Last synced: 27 Feb 2025

https://github.com/akaqox/unet-segmentation-with-docker

U-Net segmentation algorithm with options of pretrained resnet34 and resnet50 encoders. All of the project dockerized with gpu suppport on anaconda environment with multiple loss support..

docker docker-container docker-image dockerfile image-processing image-segmentation leaf-disease-classification multiple-loss-function preprocessing python pytorch pytorch-cnn resnet resnet34 resnet50 unet unet-image-segmentation unet-pytorch

Last synced: 05 Apr 2025

https://github.com/oktovivian/hotspot-segmentation-in-whole-body-bone-scans-for-cancer-metastasis-detection-

This study focuses on the performance of U-Net++ for hotspot segmentation on bone scan images. This code is proprietary and is shared for reference purposes only. It may not be used, modified, or distributed without explicit permission from the author.

bone cancer deeplab-v3-plus doubleunet semantic-segmentation unet-image-segmentation unetplusplus

Last synced: 28 Mar 2025

https://github.com/deepschneider/unet-image-segmentation

UNet implemented using Tensorflow 2.4

unet-image-segmentation unet-tensorflow

Last synced: 06 Mar 2025

https://github.com/himanshkr03/brain-tumor-segmentation-using-u-net

This repository contains a deep learning project for brain tumor segmentation using a 2D U-Net architecture applied to the BraTS2020 dataset. The project includes data preprocessing, model training, evaluation, and visualization.

brain-tumor-segmentation deep-learning keras medical-imaging python tensorflow unet-image-segmentation

Last synced: 17 Jun 2025

https://github.com/msikorski93/semantic-segmentation-of-satellite-images-with-u-net

A semantic segmentation problem completed with U-Net convolutional neural network of urban aerial images taken in Dubai.

cnn-classification dubai gis keras remote-sensing satellite-imagery tensorflow unet-image-segmentation

Last synced: 07 Apr 2025

https://github.com/rimo02/carvana-image-masking

Masking cars using unet trained from scratch

image-masking unet-image-segmentation

Last synced: 06 Mar 2025

https://github.com/nredick/geospatial-unet

No-code, interactive tool for processing geospatial data with U-Net

geospatial geospatial-analysis tools unet unet-image-segmentation

Last synced: 07 May 2025

https://github.com/raghulrajn/unet_from_scratch_in_gpu

Implementation of UNET from scratch using C++

convolutional-neural-networks cpp unet-image-segmentation

Last synced: 19 Feb 2025

https://github.com/oktovivian/bone-lession-segmentation-for-bone-cancer-detection

This study focuses on the performance of U-Net++ for hotspot segmentation on anterior and posterior bone scan images, utilizing both 4-segment and 3-segment configurations.

bone cancer deeplab-v3-plus doubleunet semantic-segmentation unet-image-segmentation unetplusplus

Last synced: 22 Jan 2025

https://github.com/himalayaashish/colortrend

This project focuses on altering hair color in images using YOLO (You Only Look Once) and TensorFlow, showcasing innovative techniques in image processing and computer vision. The system leverages YOLO for real-time object detection to accurately identify and segment hair regions within images.

instance-segmentation object-detection tensorflow tensorflow2 unet unet-image-segmentation yolov5 yolov8

Last synced: 08 Apr 2025

https://github.com/himalayaashish/faceblur

This project focuses on implementing face blurring techniques using YOLO (You Only Look Once) and TensorFlow to enhance privacy in images and video streams. The system utilizes YOLO for real-time object detection to accurately identify faces within a given frame. Once detected, TensorFlow is applied

image segmentation tensorflow tensorflow2 unet unet-image-segmentation yolo yolov5 yolov8

Last synced: 08 Apr 2025

https://github.com/manumishra12/tumortrace

The TumorTrace project aims to develop an automated system for identifying and segmenting tumor regions in brain MRI images. Accurate segmentation is crucial for diagnosis, treatment planning, and monitoring of brain tumors.

machine-learning python pytorch unet-image-segmentation

Last synced: 18 Mar 2025

https://github.com/sanggusti/bangkit_assessment_1

A repository for group #1 class #4 cohort Bandung in Assignment #05-W05-First Machine Learning Project - MLCC

deep-learning mlcc python3 tensorflow unet-image-segmentation vgg16

Last synced: 26 Jun 2025

https://github.com/strcoder4007/u-net-image-segmentation

MRI Image Segmentation using U-Net implementation in Tensorflow 2

cs230 dataset tensorflow2 unet unet-image-segmentation

Last synced: 28 Feb 2025

https://github.com/nandahkrishna/iddsegmentation

Semantic Segmentation on the Indian Driving Dataset for the NVCPRIPG 2019 Challenge

fcn fully-convolutional-networks jupyter-notebook machine-learning python segmentation u-net unet unet-image-segmentation unet-segmentation

Last synced: 25 Mar 2025

https://github.com/saahilanande/mri_image_segmentation

This repository contains a term project I did in my machine learning class under Dr.Yingying Zhu .We are attempted to use U-Net on Brain MRI images to apply image segmentation to isolate LGG tumor cells in the brain. Achieved 78% accuracy. Includes Jupiter book, PPT, report and demo video

cnn machine-learning python unet-image-segmentation

Last synced: 27 Feb 2025