Tools for segmentation and tracking in microscopy build on top of Segment Anything. Segment and track objects in microscopy images interactively with a few clicks!
We implement napari applications for:
- interactive 2d segmentation (Left: interactive cell segmentation)
- interactive 3d segmentation (Middle: interactive mitochondria segmentation in EM)
- interactive tracking of 2d image data (Right: interactive cell tracking)
If you run into any problems or have questions regarding our tool please open an issue on Github or reach out via image.sc using the tag micro-sam and tagging @constantinpape.
Please check the documentation for details on how to install and use micro_sam. You can also watch the quickstart video, our virtual I2K workshop video or all video tutorials.
We welcome new contributions!
If you are interested in contributing to micro-sam, please see the contributing guide. The first step is to discuss your idea in a new issue with the current developers.
If you are using this repository in your research please cite
- our paper (now published in Nature Methods!)
- and the original Segment Anything publication.
- If you use a
vit-tinymodels please also cite Mobile SAM.
There are a few other napari plugins build around Segment Anything:
- https://github.com/MIC-DKFZ/napari-sam (2d and 3d support)
- https://github.com/royerlab/napari-segment-anything (only 2d support)
- https://github.com/hiroalchem/napari-SAM4IS
Compared to these we support more applications (2d, 3d and tracking), and provide finetuning methods and finetuned models for microscopy data. WebKnossos also offers integration of SegmentAnything for interactive segmentation.
We have also built follow-up work that is based on micro_sam:
- https://github.com/computational-cell-analytics/patho-sam - improves SAM for histopathology
- https://github.com/computational-cell-analytics/medico-sam - improves it for medical imaging
- https://github.com/computational-cell-analytics/peft-sam - studies parameter efficient fine-tuning for SAM
You can find an overview of changes introduced in previous releases here.
