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Bioimage Analysis

26 projects

Showing 26 of 26 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
ImagePy
ImagePyPython

An open-source, plugin-based image processing framework in Python that integrates with numpy-based libraries like scikit-image and OpenCV.

#simpleitk#scientific-computing#bioimage-analysis
Stars1.4k
Forks330
Last commit2 years 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
CONCH
CONCHPython

A vision-language foundation model for computational pathology, pretrained on 1.17M histopathology image-caption pairs for diverse AI tasks.

#biomedical-nlp#bioimage-analysis#vision-language-pathology
Stars506
Forks52
Last commit1 year 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
Cellfinder
CellfinderPython

Automated 3D cell detection and classification in large-scale volumetric brain images using deep learning.

#image-analysis#light-sheet-microscopy#bioimage-analysis
Stars228
Forks77
Last commit3 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
Biological Image Analysis
Biological Image Analysis

A curated list of software, tools, pipelines, and plugins for image analysis in biological research.

#image-analysis#bioimage-analysis#microscopy
Stars185
Forks28
Last commit3 months 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
CellProfiler Analyst
CellProfiler AnalystPython

Interactive exploration and analysis software for large, high-dimensional image-derived biological data with supervised machine learning.

#desktop-application#image-analysis#supervised-machine-learning
Stars170
Forks75
Last commit11 months ago
Spotiflow
SpotiflowPython

A deep learning-based, threshold-agnostic, subpixel-accurate 2D and 3D spot detection method for fluorescence microscopy and spatial transcriptomics.

#bioimage-analysis#3d-analysis#deep-learning
Stars131
Forks19
Last commit13 days ago
AxonDeepSeg
AxonDeepSegPython

A deep learning tool for automatic axon and myelin segmentation from microscopy images using convolutional neural networks.

#axon-segmentation#bioimage-analysis#neuroscience
Stars127
Forks33
Last commit3 days 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
Trainable Weka Segmentation
Trainable Weka SegmentationJava

A Fiji plugin for pixel-based image segmentation using Weka machine learning algorithms and image features.

#scientific-computing#bioimage-analysis#microscopy
Stars125
Forks63
Last commit1 year ago
MorpholibJ
MorpholibJJava

A library of mathematical morphology methods and plugins for ImageJ, extending its capabilities for 2D/3D image analysis.

#watershed-segmentation#scientific-computing#image-analysis
Stars123
Forks49
Last commit1 month 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
Nellie
NelliePython

An automated pipeline for organelle segmentation, tracking, and hierarchical feature extraction in 2D/3D live-cell microscopy.

#organelle-segmentation#image-analysis#bioimage-analysis
Stars96
Forks15
Last commit1 month ago
Cytodata
Cytodata

A curated list of software, datasets, and publications for image-based profiling of biological phenotypes in drug discovery and cell biology.

#image-analysis#bioimage-analysis#biological-datasets
Stars92
Forks15
Last commit2 years ago
Cytodata
Cytodata

A curated list of software, datasets, and publications for image-based profiling of biological phenotypes in drug discovery and cell biology.

#image-analysis#bioimage-analysis#scientific-software
Stars92
Forks15
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
SNT
SNTJava

A complete framework for neuronal morphometry, from tracing and reconstruction to analysis, visualization, and modeling.

#biophysical-modeling#neurons#python-integration
Stars60
Forks19
Last commit4 days ago
RS-FISH
RS-FISHJava

An open-source tool for precise, interactive, fast, and scalable spot detection in 2D/3D microscopy images for FISH-based spatial genomics.

#bioimage-analysis#genomics#fish-spot-detection
Stars53
Forks15
Last commit1 year ago
TrailMap
TrailMapPython

A 3D convolutional network software package for extracting axonal and filamentous structures from cleared brain imaging data.

#axon-segmentation#light-sheet-microscopy#bioimage-analysis
Stars46
Forks16
Last commit2 days 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

#Deep Learning12#Cell Segmentation11#Microscopy10#Python9#Machine Learning8#Computer Vision8#Segmentation7#Image Analysis7#Image Processing6#Image Segmentation5#Tensorflow5#Cell Biology5
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