{"id":20063067,"url":"https://github.com/alan-turing-institute/scivision","last_synced_at":"2025-05-16T18:06:13.571Z","repository":{"id":37465501,"uuid":"367023884","full_name":"alan-turing-institute/scivision","owner":"alan-turing-institute","description":"scivision: a framework for scientific image 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align=\"center\"\u003e\n\u003cimg src=\"https://raw.githubusercontent.com/alan-turing-institute/scivision/main/imgs/logo_name.png\" width=\"500\"/\u003e\n\u003c/h1\u003e\n\n[![Continuous integration status badge](https://github.com/alan-turing-institute/scivision/actions/workflows/scivision.yml/badge.svg)](https://github.com/alan-turing-institute/scivision/actions/workflows/scivision.yml)\n[![Documentation status badge](https://readthedocs.org/projects/scivision/badge/?version=latest)](https://scivision.readthedocs.io/en/latest/?badge=latest)\n[![PyPI badge](https://img.shields.io/pypi/v/scivision)](https://pypi.org/project/scivision/)\n[![All Contributors](https://img.shields.io/github/all-contributors/alan-turing-institute/scivision?color=ee8449)](#contributors)\n[![Licence badge (BSD 3 Clause)](https://img.shields.io/badge/License-BSD_3--Clause-blue.svg)](https://github.com/alan-turing-institute/scivision/blob/main/LICENSE)\n[![DOI](https://zenodo.org/badge/367023884.svg)](https://zenodo.org/doi/10.5281/zenodo.10792860)\n\nIf you are new to Scivision, start with the [website](https://sci.vision/).\n\nThe Scivision project is building:\n\n- A **community** of computer vision practitioners in the sciences and humanities\n   ([join the community on Slack](https://forms.office.com/e/cW28TK4aui))\n- A **catalog** of community-curated computer vision [models](https://sci.vision/#/model-grid) and [datasets](https://sci.vision/#/datasource-grid) from the sciences and humanities\n- A software **ecosystem of interoperable tools** and utilities for working with computer vision models and data, including:\n  - **Scivision.Py**, a Python package for conveniently downloading and using the computer vision models and datasets from Python ([Scivision on PyPI](https://pypi.org/project/scivision/))\n  - **[Pixelflow](https://github.com/alan-turing-institute/pixelflow)**, a tool for extracting information about the characteristics of objects in images\n\n  Example use cases for these tools can be found in the [**gallery of notebooks**](https://github.com/scivision-gallery) using Scivision models and datasets \n\nThe Scivision project was founded by [the Alan Turing Institute](https://www.turing.ac.uk/).\n\n## Repository contents\n\nThis main [project repository on GitHub](https://github.com/alan-turing-institute/scivision) hosts\n  - development of the Python package (in the root directory)\n  - development of the website (in `frontend`)\n  - the documentation sources (in `docs`)\n\n## Get involved\nSubmit a bug or feature request [here](https://github.com/alan-turing-institute/scivision/issues).\n\nIf you would like a link to a model or datasource to be listed in the catalog, such a contribution would be gratefully received. These can be submitted through the [Scivision website](https://sci.vision/#/contribute). See the [Contributing Guide](https://scivision.readthedocs.io/en/latest/contributing.html) for more details on how to format your model / data.  \n\nPull requests for code changes are also welcome.\n\n\n## Getting Started with Scivision.Py\n\nA quick overview of using the Scivision.Py python package.\n\n### Install Scivision.Py\n\n```sh\n$ pip install scivision\n```\n\n- [Full installation guide](https://scivision.readthedocs.io/en/latest/user_guide.html#installation)\n\n### Load a Scivision model\n\n```python\nfrom scivision import load_pretrained_model\n\nresnet18 = load_pretrained_model(\n    # The model URL\n    \"https://github.com/alan-turing-institute/scivision_classifier\",\n\n    # A Scivision model can contain several variants -- below we select the one to use\n    model_selection='resnet18',\n\n    # Allow the model and its dependencies to be installed if they are not already\n    # (including tensorflow in this example)\n    allow_install=True\n)\n```\n\nWe can give an image as input to the model.  Any image data compatible with numpy (an 'Array_like') is accepted.\nWe can obtain some image data by loading a Scivision datasource.\n\n- [More about Scivision models](https://scivision.readthedocs.io/en/latest/model_repository_template.html)\n\n### Load a Scivision datasource\n\n```python\nfrom scivision import load_pretrained_model\n\ndataset = load_dataset('https://github.com/alan-turing-institute/scivision-test-data')\n\n# 'dataset' provides several named arrays.  This datasource provides one named 'test_image':\n# the keys can be looked up with `list(dataset)` (or by consulting the datasource documentation)\n#\ntest_image = dataset['test_image'].read()\n```\n\nOptionally, inspect the image (with matplotlib, for example):\n```python\nimport matplotlib.pyplot as plt\n\nplt.imshow(test_image)\n```\n\n![Image showing test_image (a picture of a Koala)](https://upload.wikimedia.org/wikipedia/commons/thumb/2/21/Cutest_Koala.jpg/262px-Cutest_Koala.jpg)\n\n- [More about datasources](https://scivision.readthedocs.io/en/latest/data_repository_template.html)\n\n### Run a Scivision model\n\n```python\nresnet18.predict(test_image)\n```\n\nOutput: `koala : 99.78%`\n\n### Query the model and datasource catalogs\n\n```python\nfrom scivision import default_catalog\n\n# The datasource catalog as a Pandas dataframe\ndefault_catalog.datasources.to_dataframe()\n\n# Similarly for the model catalog\ndefault_catalog.models.to_dataframe()\n```\n\nOutput:\n\n|    | name     | description                                                                | tasks                                                                                                                               | url                                       | pkg_url                                             | format   | scivision_usable   | pretrained   | labels_required   | institution         | tags                                                                                                                                  |\n|---:|:---------|:---------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------|:----------------------------------------------------|:---------|:-------------------|:-------------|:------------------|:--------------------|:--------------------------------------------------------------------------------------------------------------------------------------|\n|  0 | stardist | Single class object detection and segementation of star-convex polygons    | (\u003cTaskEnum.object_detection: 'object-detection'\u003e, \u003cTaskEnum.segmentation: 'segmentation'\u003e)                                          | https://github.com/stardist/stardist      | git+https://github.com/stardist/stardist.git@master | image    | False              | True         | True              | ('epfl',)           | ('2D', '3D', 'optical-microscopy', 'xray', 'microtomography', 'cell-counting', 'plant-phenotyping', 'climate-change-and-agriculture') |\n|  1 | PlantCV  | Open-source image analysis software package targeted for plant phenotyping | (\u003cTaskEnum.segmentation: 'segmentation'\u003e, \u003cTaskEnum.thresholding: 'thresholding'\u003e, \u003cTaskEnum.object_detection: 'object-detection'\u003e) | https://github.com/danforthcenter/plantcv | git+https://github.com/danforthcenter/plantcv@main  | image    | False              | True         | True              | ('danforthcenter',) | ('2D', 'hyperspectral', 'multispectral', 'near-infrared', 'infrared', 'plant-phenotyping', 'climate-change-and-agriculture')          |\n|  ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n\n\nThe catalogs are browsable online:\n  - [model catalog](https://sci.vision/#/model-grid)\n  - [datasource catalog](https://sci.vision/#/datasource-grid)\n\n## Contributors\n\nThanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --\u003e\n\u003c!-- prettier-ignore-start --\u003e\n\u003c!-- markdownlint-disable --\u003e\n\u003ctable\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/AidaMehonic\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/45169136?v=4?s=100\" width=\"100px;\" alt=\"Aida Mehonic\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAida Mehonic\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#eventOrganizing-AidaMehonic\" title=\"Event Organizing\"\u003e📋\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=AidaMehonic\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-AidaMehonic\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://lowe.cs.ucl.ac.uk\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/8217795?v=4?s=100\" width=\"100px;\" alt=\"Alan R Lowe\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAlan R Lowe\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=quantumjot\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-quantumjot\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=quantumjot\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#infra-quantumjot\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e \u003ca href=\"#fundingFinding-quantumjot\" title=\"Funding Finding\"\u003e🔍\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/aldenc\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/20688591?v=4?s=100\" width=\"100px;\" alt=\"Alden Conner\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAlden Conner\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-aldenc\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=aldenc\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#design-aldenc\" title=\"Design\"\u003e🎨\u003c/a\u003e \u003ca href=\"#eventOrganizing-aldenc\" title=\"Event Organizing\"\u003e📋\u003c/a\u003e \u003ca href=\"#promotion-aldenc\" title=\"Promotion\"\u003e📣\u003c/a\u003e \u003ca href=\"#projectManagement-aldenc\" title=\"Project Management\"\u003e📆\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/acocac\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/13321552?v=4?s=100\" width=\"100px;\" alt=\"Alejandro ©\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAlejandro ©\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=acocac\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-acocac\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#design-acocac\" title=\"Design\"\u003e🎨\u003c/a\u003e \u003ca href=\"#example-acocac\" title=\"Examples\"\u003e💡\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/mooniean\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/6002774?v=4?s=100\" width=\"100px;\" alt=\"Beatriz Costa Gomes\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eBeatriz Costa Gomes\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=mooniean\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-mooniean\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=mooniean\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#design-mooniean\" title=\"Design\"\u003e🎨\u003c/a\u003e \u003ca href=\"#example-mooniean\" title=\"Examples\"\u003e💡\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/lupinthief\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/3716248?v=4?s=100\" width=\"100px;\" alt=\"Ben Evans\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eBen Evans\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-lupinthief\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://edchalstrey.com/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5486164?v=4?s=100\" width=\"100px;\" alt=\"Ed Chalstrey\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eEd Chalstrey\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=edwardchalstrey1\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-edwardchalstrey1\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=edwardchalstrey1\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#infra-edwardchalstrey1\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://erioldoesdesign.github.io/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/11681324?v=4?s=100\" width=\"100px;\" alt=\"Eriol Fox\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eEriol Fox\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-Erioldoesdesign\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#design-Erioldoesdesign\" title=\"Design\"\u003e🎨\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/evangeline-corcoran\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/82043547?v=4?s=100\" width=\"100px;\" alt=\"Evangeline Corcoran\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eEvangeline Corcoran\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=evangeline-corcoran\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-evangeline-corcoran\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=evangeline-corcoran\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#infra-evangeline-corcoran\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/IFenton\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5773962?v=4?s=100\" width=\"100px;\" alt=\"Isabel Fenton\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eIsabel Fenton\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=IFenton\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-IFenton\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=IFenton\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#infra-IFenton\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/jmp1985\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/2241889?v=4?s=100\" width=\"100px;\" alt=\"James Parkhurst\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJames Parkhurst\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-jmp1985\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#data-jmp1985\" title=\"Data\"\u003e🔣\u003c/a\u003e \u003ca href=\"#plugin-jmp1985\" title=\"Plugin/utility libraries\"\u003e🔌\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/JamesAliScott\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/49982034?v=4?s=100\" width=\"100px;\" alt=\"JamesAliScott\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJamesAliScott\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-JamesAliScott\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#data-JamesAliScott\" title=\"Data\"\u003e🔣\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/kasra-hosseini\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/1899856?v=4?s=100\" width=\"100px;\" alt=\"Kasra Hosseini\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eKasra Hosseini\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=kasra-hosseini\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-kasra-hosseini\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=kasra-hosseini\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#infra-kasra-hosseini\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/MartinSJRogers\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/43956226?v=4?s=100\" width=\"100px;\" alt=\"Martin Rogers\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMartin Rogers\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#data-martinsjrogers\" title=\"Data\"\u003e🔣\u003c/a\u003e \u003ca href=\"#example-martinsjrogers\" title=\"Examples\"\u003e💡\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=martinsjrogers\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-martinsjrogers\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://miquelmassot.github.io/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/1611148?v=4?s=100\" width=\"100px;\" alt=\"Miquel Massot\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMiquel Massot\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=miquelmassot\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-miquelmassot\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=miquelmassot\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#plugin-miquelmassot\" title=\"Plugin/utility libraries\"\u003e🔌\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.robblackwell.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/41913?v=4?s=100\" width=\"100px;\" alt=\"Robert Blackwell\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eRobert Blackwell\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-RobBlackwell\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Tonks684\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/60216815?v=4?s=100\" width=\"100px;\" alt=\"Samuel Tonks\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eSamuel Tonks\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=Tonks684\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-Tonks684\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=Tonks684\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#infra-Tonks684\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://scotthosking.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/10783052?v=4?s=100\" width=\"100px;\" alt=\"Scott Hosking\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eScott Hosking\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#fundingFinding-scotthosking\" title=\"Funding Finding\"\u003e🔍\u003c/a\u003e \u003ca href=\"#ideas-scotthosking\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://shmh40.github.io\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/56727418?v=4?s=100\" width=\"100px;\" alt=\"Seb Hickman\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eSeb Hickman\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#example-shmh40\" title=\"Examples\"\u003e💡\u003c/a\u003e \u003ca href=\"#talk-shmh40\" title=\"Talks\"\u003e📢\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/louisavz\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/63079440?v=4?s=100\" width=\"100px;\" alt=\"louisavz\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003elouisavz\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-louisavz\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#promotion-louisavz\" title=\"Promotion\"\u003e📣\u003c/a\u003e \u003ca href=\"#blog-louisavz\" title=\"Blogposts\"\u003e📝\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/nbarlowATI\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/33832774?v=4?s=100\" width=\"100px;\" alt=\"nbarlowATI\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003enbarlowATI\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-nbarlowATI\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#eventOrganizing-nbarlowATI\" title=\"Event Organizing\"\u003e📋\u003c/a\u003e \u003ca href=\"#example-nbarlowATI\" title=\"Examples\"\u003e💡\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ots22\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5434836?v=4?s=100\" width=\"100px;\" alt=\"ots22\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eots22\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=ots22\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-ots22\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=ots22\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#infra-ots22\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/pwochner\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/78024695?v=4?s=100\" width=\"100px;\" alt=\"pwochner\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003epwochner\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-pwochner\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#eventOrganizing-pwochner\" title=\"Event Organizing\"\u003e📋\u003c/a\u003e \u003ca href=\"#example-pwochner\" title=\"Examples\"\u003e💡\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/vimode\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/39148877?v=4?s=100\" width=\"100px;\" alt=\"vimode\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003evimode\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-vimode\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#design-vimode\" title=\"Design\"\u003e🎨\u003c/a\u003e \u003ca href=\"https://github.com/alan-turing-institute/scivision/commits?author=vimode\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#a11y-vimode\" title=\"Accessibility\"\u003e️️️️♿️\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\n\u003c!-- markdownlint-restore --\u003e\n\u003c!-- prettier-ignore-end --\u003e\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:END --\u003e\n\nThis project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falan-turing-institute%2Fscivision","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falan-turing-institute%2Fscivision","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falan-turing-institute%2Fscivision/lists"}