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Cell Segmentation

13 projects

Showing 13 of 13 projects

Cellpose
CellposePython

A generalist algorithm for cellular segmentation with human-in-the-loop training and superhuman generalization across diverse microscopy images.

#scientific-computing#bioimage-analysis#microscopy
Stars2.2k
Forks631
Last commit7 days ago
StarDist
StarDistPython

A Python library for 2D/3D object detection and instance segmentation in microscopy images using star-convex shapes.

#bioimage-analysis#instance-segmentation#python-library
Stars1.2k
Forks275
Last commit4 months ago
MicroSAM
MicroSAMJupyter Notebook

Interactive segmentation and tracking tools for microscopy images built on Segment Anything.

#bioimage-analysis#microscopy#segment-anything
Stars693
Forks105
Last commit2 days ago
DeepCell
DeepCellPython

A deep learning library for single-cell analysis of biological images, specializing in cell segmentation and tracking.

#bioimage-analysis#instance-segmentation#python-library
Stars476
Forks106
Last commit17 days ago
Usiigaci
UsiigaciJupyter Notebook

A semi-automated pipeline for instance-aware cell segmentation, tracking, and migration analysis in phase contrast microscopy using Mask R-CNN.

#biomedical-research#bioimage-analysis#resnet-101
Stars205
Forks70
Last commit5 years ago
CellSAM
CellSAMPython

A foundation model for cell segmentation that achieves state-of-the-art performance across diverse cellular targets and imaging modalities.

#bioimage-analysis#microscopy#napari-plugin
Stars197
Forks38
Last commit17 days ago
Ultrack
UltrackPython

A scalable cell tracking method for 2D, 3D, and multichannel timelapse recordings, robust under segmentation uncertainty.

#timelapse#bioimage-analysis#fiji
Stars178
Forks26
Last commit17 days ago
Proseg
ProsegRust

A probabilistic cell segmentation method for spatial transcriptomics data from platforms like Xenium, CosMx, MERSCOPE, and Visium HD.

#probabilistic-modeling#single-cell-analysis#computational-biology
Stars176
Forks18
Last commit1 month ago
PlantSeg
PlantSegPython

A tool for cell instance aware segmentation in densely packed 3D volumetric images, originally developed for plant tissues.

#bioimage-analysis#neural-network#3d-segmentation
Stars126
Forks42
Last commit2 days ago
Ark-Analysis
Ark-AnalysisJupyter Notebook

A Python toolbox for analyzing multiplexed imaging data, featuring segmentation, pixel/cell clustering, and spatial analysis.

#bioimage-analysis#data-science#deep-learning
Stars108
Forks30
Last commit5 months ago
Big-fish
Big-fishPython

A Python toolbox for analyzing smFISH microscopy images, including spot detection and cell segmentation.

#scientific-computing#data-science#smfish
Stars76
Forks24
Last commit2 years ago
SplineDist
SplineDistJupyter Notebook

A machine learning framework for automated cell segmentation in bioimages using parametric spline curves.

#bioimage-analysis#microscopy#instance-segmentation
Stars74
Forks14
Last commit1 year ago
Classpose
ClassposePython

A foundation model-driven method for semantic cell classification in whole slide images, extending Cellpose with a WSI workflow and QuPath integration.

#qupath#bioimage-analysis#microscopy
Stars28
Forks1
Last commit3 days ago

Related Tags

#Bioimage Analysis11#Deep Learning8#Computer Vision7#Segmentation5#Microscopy5#Python5#Instance Segmentation4#Cell Tracking4#Bioinformatics3#Image Segmentation3#Cell Biology3#Tensorflow3
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