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@@ -22,26 +22,26 @@ Want to view a Zarr? Use one of these.
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[Check this out](https://ome.github.io/ome-ngff-tools/) to see viewer compatibility with various OME-Zarr features & versions.
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| Name | Link | Description |
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| Name | Link | Description |
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| -------- | ------- | ------- |
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| AGAVE |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https%3A%2F%2Fwww.allencell.org"alt="AGAVE logo"width="30"height="30">](https://www.allencell.org/pathtrace-rendering.html)| Desktop application for viewing multichannel volume data powered by your GPU |
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| AGAVE |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https%3A%2F%2Fwww.allencell.org"alt="AGAVE logo"width="30"height="30">](https://www.allencell.org/pathtrace-rendering.html)| Desktop application for viewing multichannel volume data powered by your GPU |
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| FIJI (MoBIE / BigDataViewer) |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://fiji.sc/"alt="FIJI logo"width="30"height="30">](https://mobie.github.io/)|[FIJI](https://fiji.sc/) plug-in for exploring and sharing big multi-modal image and associated tabular data |
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| FIJI (n5-ij) |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://fiji.sc/"alt="FIJI logo"width="30"height="30">](https://github.com/saalfeldlab/n5-ij)|[FIJI](https://fiji.sc/) plug-in for loading and saving image data to OME-Zarr and other formats supported by the N5 API |
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| ITKWidgets |[<imgsrc="https://raw.githubusercontent.com/InsightSoftwareConsortium/itkwidgets/main/docs/_static/itkwidgets_logo.png"alt="ITKWidgets logo"width="30"height="30">](https://github.com/InsightSoftwareConsortium/itkwidgets)| Python tool for interactively viewing images (ex. in Jupyter) |
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| Microscopy Nodes |[](https://github.com/aafkegros/MicroscopyNodes)|[Blender](https://www.blender.org/) add-on for visualizing high-dimensional microscopy data |
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| napari |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://napari.org/"alt="napari logo"width="30"height="30">](https://github.com/ome/napari-ome-zarr)|[napari](https://napari.org/) plug-in for viewing Zarr |
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| Neuroglancer |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://google.com"alt="Neuroglancer logo"width="30"height="30">](https://github.com/google/neuroglancer)| A browser-based volume viewer |
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| Viv (Avivator, Vizarr, Vitessce, ...) |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://vitessce.io/"alt="Viv logo"width="30"height="30">](https://github.com/hms-dbmi/viv)| A toolkit for interactive visualization of high-resolution, multiplexed bioimaging datasets. The viv toolkit is used by the [Avivator](https://avivator.gehlenborglab.org), [Vizarr](https://github.com/hms-dbmi/vizarr) and [Vitessce](http://vitessce.io) image viewers, among others |
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| Vol-E |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https%3A%2F%2Fwww.allencell.org%2Fpathtrace-rendering.html"alt="Vol-E logo"width="30"height="30">](https://vole.allencell.org/)| A browser-based volume viewer |
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| WEBKNOSSOS |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://home.webknossos.org/"alt="WEBKNOSSOS logo"width="30"height="30">](https://home.webknossos.org/)| An open-source tool for annotating and exploring large 3D image datasets |
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| Microscopy Nodes |[](https://github.com/aafkegros/MicroscopyNodes)|[Blender](https://www.blender.org/) add-on for visualizing high-dimensional microscopy data |
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| napari |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://napari.org/"alt="napari logo"width="30"height="30">](https://github.com/ome/napari-ome-zarr)|[napari](https://napari.org/) plug-in for viewing Zarr |
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| Neuroglancer |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://google.com"alt="Neuroglancer logo"width="30"height="30">](https://github.com/google/neuroglancer)| A browser-based volume viewer |
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| Viv (Avivator, Vizarr, Vitessce, ...) |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://vitessce.io/"alt="Viv logo"width="30"height="30">](https://github.com/hms-dbmi/viv)| A toolkit for interactive visualization of high-resolution, multiplexed bioimaging datasets. The viv toolkit is used by the [Avivator](https://avivator.gehlenborglab.org), [Vizarr](https://github.com/hms-dbmi/vizarr) and [Vitessce](http://vitessce.io) image viewers, among others |
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| Vol-E |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https%3A%2F%2Fwww.allencell.org%2Fpathtrace-rendering.html"alt="Vol-E logo"width="30"height="30">](https://vole.allencell.org/)| A browser-based volume viewer |
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| WEBKNOSSOS |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://home.webknossos.org/"alt="WEBKNOSSOS logo"width="30"height="30">](https://home.webknossos.org/)| An open-source tool for annotating and exploring large 3D image datasets |
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### Zarr converters (with a UI)
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Want to convert your file to Zarr? Use one of these tools that has a user interface.
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| Name | Link | Description |
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| -------- | ------- | ------- |
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| NGFF-Converter |[](https://github.com/glencoesoftware/NGFF-Converter)| A desktop application for conversion of bioimage formats into OME-Zarr or OME-TIFF. |
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## Tools for the programmatically inclined
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| Name | Link | Description |
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| -------- | ------- | ------- |
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| BatchConvert |[](https://github.com/Euro-BioImaging/BatchConvert)| A Nextflow based command-line tool that wraps bioformats2raw for parallelised conversion of image data collections to OME-Zarr. |
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| bioformats2raw |[](https://github.com/glencoesoftware/bioformats2raw)| Java application to convert image file formats, including .mrxs, to an intermediate Zarr structure compatible with the OME-Zarr specification. |
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| BioIO Conversion |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https%3A%2F%2Fwww.allencell.org"alt="BioIO logo"width="30"height="30">](https://github.com/bioio-devs/bioio-conversion)| CLI & scripting tool for easily converting images to OME-Zarr. Requires [bioio-ome-zarr](https://github.com/bioio-devs/bioio-ome-zarr)|
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| EuBI-Bridge |[](https://github.com/Euro-BioImaging/EuBI-Bridge)| A tool for distributed conversion of microscopic image collections into the OME-Zarr format. |
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| ITKIOOMEZarrNGFF |[](https://github.com/InsightSoftwareConsortium/ITKIOOMEZarrNGFF)| An ITK external module for IO of images stored in OME-Zarr file format. | Reading & Writing |
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| multiscale-spatial-image |[](https://github.com/spatial-image/multiscale-spatial-image)| Generate a multiscale, chunked, multi-dimensional spatial image data structure that can serialized to OME-Zarr. | Reading & Writing |
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| BatchConvert |[](https://github.com/Euro-BioImaging/BatchConvert)| A Nextflow based command-line tool that wraps bioformats2raw for parallelised conversion of image data collections to OME-Zarr. |
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| bioformats2raw |[](https://github.com/glencoesoftware/bioformats2raw)| Java application to convert image file formats, including .mrxs, to an intermediate Zarr structure compatible with the OME-Zarr specification. |
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| BioIO Conversion |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https%3A%2F%2Fwww.allencell.org"alt="BioIO logo"width="30"height="30">](https://github.com/bioio-devs/bioio-conversion)| CLI & scripting tool for easily converting images to OME-Zarr. Requires [bioio-ome-zarr](https://github.com/bioio-devs/bioio-ome-zarr)|
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| EuBI-Bridge |[](https://github.com/Euro-BioImaging/EuBI-Bridge)| A tool for distributed conversion of microscopic image collections into the OME-Zarr format. |
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| ITKIOOMEZarrNGFF |[](https://github.com/InsightSoftwareConsortium/ITKIOOMEZarrNGFF)| An ITK external module for IO of images stored in OME-Zarr file format. | Reading & Writing |
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| multiscale-spatial-image |[](https://github.com/spatial-image/multiscale-spatial-image)| Generate a multiscale, chunked, multi-dimensional spatial image data structure that can serialized to OME-Zarr. | Reading & Writing |
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| Nextflow (nf-omezarr) |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://www.nextflow.io/g"alt="Nextflow logo"width="30"height="30">](https://github.com/JaneliaSciComp/nf-omezarr)| A Nextflow pipeline for converting directories of images to OME-Zarr using bioformats2raw |
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| stack-to-chunk |[](https://stack-to-chunk.readthedocs.io)| A Python library to convert stacks of 2D images to OME-Zarr with minimal memory use and maximum concurrency. |
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| stack-to-chunk |[](https://stack-to-chunk.readthedocs.io)| A Python library to convert stacks of 2D images to OME-Zarr with minimal memory use and maximum concurrency. |
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| stack_to_multiscale_ngff |[](https://github.com/CBI-PITT/stack_to_multiscale_ngff)| A tool for converting multi-terabyte stacks of images into a multiscale OME-Zarr. |
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| nd2 |[](https://github.com/tlambert03/nd2)| A Python library for reading nd2 files with native export to OME-Zarr, supporting multi-well plates and complete metadata preservation. |
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@@ -71,14 +71,14 @@ Want to read or write a Zarr? Use one of these tools.
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[Check this out](https://github.com/jwindhager/ome-ngff-readers-writers/) to see reader/writer compatibility with various OME-Zarr features & versions.
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| bfio |[](https://github.com/PolusAI/bfio)| A Python interface to Bioformats using jpype for direct access to the library. |
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| Bio-Formats |[](https://github.com/ome/bioformats)| A standalone Java library for reading and writing life sciences image file formats. Requires [OMEZarrReader](https://github.com/ome/ZarrReader)|
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| BioIO |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https%3A%2F%2Fwww.allencell.org"alt="BioIO logo"width="30"height="30">](https://github.com/bioio-devs/bioio)| Image/Metadata Reading Writing for Microscopy Images in pure Python. Requires [bioio-ome-zarr](https://github.com/bioio-devs/bioio-ome-zarr) (formerly [AICSImageIO](https://github.com/AllenCellModeling/aicsimageio)) |
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| iohub|[](https://github.com/czbiohub-sf/iohub)| Pythonic and parallelizable I/O for N-dimensional imaging data with OME metadata |
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| ngio |[](https://biovisioncenter.github.io/ngio/stable/)| Python package for bject-based API for opening, exploring, and manipulating OME-Zarr images and high-content screening (HCS) plates |
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| ngff-zarr |[](https://github.com/thewtex/ngff-zarr)| A lean and kind Open Microscopy Environment (OME) Next Generation File Format (NGFF) Zarr implementation. |
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| bfio |[](https://github.com/PolusAI/bfio)| A Python interface to Bioformats using jpype for direct access to the library. |
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| Bio-Formats |[](https://github.com/ome/bioformats)| A standalone Java library for reading and writing life sciences image file formats. Requires [OMEZarrReader](https://github.com/ome/ZarrReader)|
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| BioIO |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https%3A%2F%2Fwww.allencell.org"alt="BioIO logo"width="30"height="30">](https://github.com/bioio-devs/bioio)| Image/Metadata Reading Writing for Microscopy Images in pure Python. Requires [bioio-ome-zarr](https://github.com/bioio-devs/bioio-ome-zarr) (formerly [AICSImageIO](https://github.com/AllenCellModeling/aicsimageio)) |
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| iohub|[](https://github.com/czbiohub-sf/iohub)| Pythonic and parallelizable I/O for N-dimensional imaging data with OME metadata |
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| ngio |[](https://biovisioncenter.github.io/ngio/stable/)| Python package for bject-based API for opening, exploring, and manipulating OME-Zarr images and high-content screening (HCS) plates |
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| ngff-zarr |[](https://github.com/thewtex/ngff-zarr)| A lean and kind Open Microscopy Environment (OME) Next Generation File Format (NGFF) Zarr implementation. |
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| ome-zarr-py |[](https://github.com/ome/ome-zarr-py)| A Python library for reading and writing multi-resolution images stored as Zarr filesets, according to the OME-Zarr spec. |
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| ome-writers |[](https://github.com/pymmcore-plus/ome-writers)| A Python library for streaming acquisition data to OME-Zarr or OME-TIFF, supporting multiple array backends. |
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| Zarr.NET |[](https://github.com/BiologyTools/Zarr.NET)| A native .NET library for reading and writing Zarr microscopy data. |
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| ome-ngff-validator |[<imgsrc="https://www.google.com/s2/favicons?sz=256&domain_url=https://ome.github.io/ome-ngff-validator/"alt="OME NGFF Validator logo"width="30"height="30">](https://ome.github.io/ome-ngff-validator/)| Web page for validating OME-Zarr files. |
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| ome-zarr-models |[](https://github.com/ome-zarr-models/ome-zarr-models-py)| Python package and command line interface that can validate OME-Zarr files |
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| yaozarrs |[](https://github.com/tlambert03/yaozarrs)| Bottom-up python library with models and CLI for creating & validating OME-Zarr groups and documents with optional extras for array-backend-agnostic I/O |
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| yaozarrs |[](https://github.com/imaging-formats/yaozarrs)| Bottom-up python library with models and CLI for creating & validating OME-Zarr groups and documents with optional extras for array-backend-agnostic I/O |
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