There are 22 repositories under cell-segmentation topic.
a generalist algorithm for cellular segmentation with human-in-the-loop capabilities
Segment Anything for Microscopy
Computational Pathology Toolbox developed by TIA Centre, University of Warwick.
Spatiotemporal modeling of spatial transcriptomics
Deep Learning Inferred Multiplex ImmunoFluorescence for IHC Image Quantification (https://deepliif.org) [Nature Machine Intelligence'22, CVPR'22, MICCAI'23, Histopathology'23, MICCAI'24]
Usiigaci: stain-free cell tracking in phase contrast microscopy enabled by supervised machine learning
数据可视化, 数据挖掘, 数据处理 ETL分析
(NeurIPS 2022 CellSeg Challenge - 1st Winner) Open source code for "MEDIAR: Harmony of Data-Centric and Model-Centric for Multi-Modality Microscopy"
Scalable Instance Segmentation using PyTorch & PyTorch Lightning.
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation (WACV 2023)
Official and maintained implementation of the paper "Attention-Based Transformers for Instance Segmentation of Cells in Microstructures" [BIBM 2020].
[IMAVIS] Official implementation of "ASF-YOLO: A Novel YOLO Model with Attentional Scale Sequence Fusion for Cell Instance Segmentation".
Encoder-Decoder Cell and Nuclei segmentation models
a cutting-edge cell segmentation model specifically designed for single-molecule resolved spatial omics datasets. It addresses the challenge of accurately segmenting individual cells in complex imaging datasets, leveraging a unique approach based on graph neural networks (GNNs).
A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation
PyTorch implementation of several neural network models for cellular image segmentation
ClusterMap for multi-scale clustering analysis of spatial gene expression
Interactive deep learning whole-cell segmentation and thresholding using partial annotations
StarDist plugin for napari
SIMPLI is a highly configurable pipeline for the analysis of multiplexed imaging data.
For cell segmentation and tracking.
Evolve your OpenCV Image Processing filters using Cartesian Genetic Programming
[CVPRW 2025] Official code of "IAUNet: Instance-Aware U-Net"
Automated identification of cell boundaries from the pathological video data
A Fiji/ImageJ plugin to generate ROIs from label images, allowing ROI erosion and quantification
HistoJS: Web-Based Analytical Tool for Multiplexed Images. Limited Github Online Demo 👇
Official implementation of "A novel deep learning-based 3D cell segmentation framework for future image-based disease detection". (However, I think the title should be "3DCellSeg - a robust deep learning-based 3D cell instance segmentation pipeline".)
Generate consensus 3D cells segmentations by combining 2D cell segmentations from any combination of xy, xz, yz views, compatible with outputs of any 2D segmentation method.
Tissue Cancer Segmentation project using multiple segmentation networks
A Python module intended to make cell segmentation, tracking and subsequent (mostly biophysical) statisticial analysis easy
Official and maintained implementation of the dataset paper "An Instance Segmentation Dataset of Yeast Cells in Microstructures" [EMBC 2023].
Train torchvision's MaskRCNN model using the ConvNeXt architecture as the backbone network.
Real-time, interactive exploration of 3D image stacks