Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.

computer-vision models image-processing transformers pytorch imagenet segmentation image-segmentation unet dpt semantic-segmentation pretrained-weights pspnet fpn deeplabv3 unet-pytorch deeplab-v3-plus segmentation-models unetplusplus segformer

• Updated Nov 9, 2026
• Python

🍔🍟🍗 Food analysis baseline with Theseus. Integrate object detection, image classification and multi-class semantic segmentation 🍞🍖🍕

computer-vision deep-learning pytorch image-classification food-classification object-detection semantic-segmentation efficientnet unetplusplus yolov5 food-analysis food-detection food-segmentation yolov8

• Updated May 1, 2024
• Python

keras implementation of unet plus plus

pytorch segmentation image-segmentation unet unetplusplus

• Updated Oct 31, 2020
• Python

🏥 医学图像作业：图像配准论文阅读；眼底血管分割实验

medical-imaging registration unet segementation unet-pytorch unetplusplus

• Updated Oct 19, 2021
• Python

Decoder architecture based on the UNet++. Combining residual bottlenecks with depthwise convolutions and attention mechanisms, it outperforms the UNet++ in a coronary artery segmentation task, while being significantly more computationally efficient.

deep-learning pytorch segmentation unet medical-image-segmentation efficientnet unetplusplus efficientunetplusplus

• Updated Jan 20, 2022
• Python

Hierarchical probabilistic 3D U-Net, with attention mechanisms (—𝘈𝘵𝘵𝘦𝘯𝘵𝘪𝘰𝘯 𝘜-𝘕𝘦𝘵, 𝘚𝘌𝘙𝘦𝘴𝘕𝘦𝘵) and a nested decoder structure with deep supervision (—𝘜𝘕𝘦𝘵++). Built in TensorFlow 2.5. Configured for voxel-level clinically significant prostate cancer detection in multi-channel 3D bpMRI scans.

mri-images computer-aided-detection attention-mechanisms prostate-cancer computer-aided-diagnosis seresnet tensorflow-keras unetplusplus attention-unet probabilistic-unet

• Updated Feb 11, 2022
• Python

Clean Implementation of Unet3+ and validation on Cityscapes dataset.

opencv computer-vision deep-learning tensorflow image-recognition image-segmentation unet low-level-programming unetplusplus unet3plus unet3

• Updated Feb 24, 2023
• Python

Logiciel de détection, localisation & segmentation de carries sur des radiographies dentaires.

radio semantic image university tensorflow numpy keras pandas health segmentation decay unet xray dental bordeaux chu radiography tooth unetplusplus caries

• Updated Dec 22, 2021
• Python

PyTorch implementation of medical semantic segmentations models, e.g. UNet, UNet++, DUCKNet, ResUNet, ResUNet++, and support knowledge distillation, distributed training, Optuna etc.

pytorch unet knowledge-distillation distributed-training medical-image-segmentation optuna resunet unetplusplus polyp-segmentation

• Updated Feb 25, 2025
• Python

Brain tumor segmentation using UNet++ Architecture . Implementation of the paper titled - UNet++: A Nested U-Net Architecture for Medical Image Segmentation @ https://arxiv.org/abs/1807.10165

image-processing cnn healthcare segmentation unet biomedical biomedical-image-processing unet-image-segmentation unet-segmentation unetplusplus braintumorsegmentation

• Updated Mar 2, 2025
• Jupyter Notebook

UNet++, UNet, SegNet and DeepLabv3 implemented in Keras for MoNuSeg dataset

computer-vision deep-learning neural-network unet segnet semantic-segmentation keras-tensorflow deeplabv3 unetplusplus monuseg

• Updated Apr 6, 2020
• Jupyter Notebook

3D car detection competition on Kaggle : https://www.kaggle.com/c/pku-autonomous-driving/overview

tensorflow keras kaggle-competition camera-rotation 3d-object-detection centernet unetplusplus

• Updated Feb 5, 2020
• Python

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.

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

• Updated Jan 9, 2025
• Python

Implementation of UNET++ for CAC Scoring using Tensorflow

tensorflow unet unet-keras mri-segmentation unetplusplus cac-scoring

• Updated Aug 11, 2023
• Jupyter Notebook

Model for Doctor's Cyclop Project at FPT Edu Hackathon 2021

machine-learning artificial-intelligence mlops unetplusplus

• Updated Sep 16, 2021
• Python

[🥉 3rd place] AI-powered web application able to track changes in the urban landscape

flask machine-learning vuejs pytorch webapp image-recognition object-detection image-segmentation hackathon-project unet-image-segmentation unetplusplus ml-web-app junctionx junctionx-seoul hackathon-2021

• Updated Jun 2, 2021
• Python

This repository contains the image classification followed by semantic segmentation of Chest X-Rays to detect a clinical condition called Pneumothorax.

deployment image-classification image-segmentation flask-api imbalanced-data chest-xray unet-keras pneumothorax lungs unetplusplus chexnet-model train-rle doubleunet

• Updated May 15, 2021
• Jupyter Notebook

UNet and UNet++ implemented in Tensorflow

computer-vision tensorflow cnn unet unetplusplus

• Updated Feb 13, 2022
• Python

Architecture implemntation of various Unet models with pre-trained backbones, UNet++ model with pretrained backbone on Medical dataset

image-segmentation unet-image-segmentation unetplusplus

• Updated Jun 2, 2024
• Jupyter Notebook

Brain MRI segmentation using segmentation models

machine-learning pytorch segmentation unet fpn linknet unetplusplus

• Updated Jul 19, 2022
• Python