Giter VIP home page Giter VIP logo

orga-data's Introduction

High-throughput Organoid Tracking Dataset

This is a open high-throughput organoid dataset for tracking. All organoids derive from mouse liver which is cultured in 96-well plate. We take one image by BioTek Cytation5 cell imaging multi-mode reader for each well with the interval of 24 hours.

pipline Pipeline for capturing high-throughout organoid images. The dash frame in (a) are FOVs for scanning. Image patches in (b) are montages captured from 16 FOVs. (c) shows the stitched images from specific focus plane. 32 z-stack images in (d) are projected to generate (e).

2. File organization

Organoid
├─Detection
│   ├─W_C10_0 # well name
│   │      Proj_1.tif # annotations
│   │      Proj_1.json # raw high-throughput organoid image
│   ├─W_C10_1
│   ├─W_C10_9
│   ├─......
│
└─Tracking 
    ├─W_E4_12 # well name
    │      Proj_1.json # annotations
    │      Proj_1.tif  # raw high-throughput organoid image
    │      Proj_2.json
    │      Proj_2.tif
    │      Proj_3.json
    │      Proj_3.tif
    │      ......
    │
    ├─W_F10_15
    ├─W_F10_3
    ├─ ......

3. Annotation parsing

All annotation are created by labelme software (version 4.5.7). The json file for each image can be parsed by labelme directly and get the detailed information. In addition, we can also use the json package to read the annotation information.

  • Detection labels

  • Tracking labels

The json file contains two kinds of key information: First,the position of each qualified organoid; Second, the identity of each qualified organoid.

{
  "version": "4.5.6",
  "flags": {},
  "shapes": [
    {
      "label": "0",
      "line_color": null,
      "fill_color": null,
      "points": [
        [
          746.0,
          402.0
        ],
        [
          801.0,
          455.0
        ]
      ],
      "shape_type": "rectangle",
      "flags": {}
    }
    // other shape
  ],
  "imagePath": "XXXXXXXXXX.tif",
  "imageData": "......",
  "imageHeight": 9122,
  "imageWidth": 9163
}

4. Download

We provide three ways to access this dataset.

mail to [email protected]

5. Acknowledgement

The data are captured by Accurate International Biotechnology (GZ) Co., Ltd, Nanfang Hospital and Southern Medical University. All annotation are created by team of Fujian Key Laboratory of Sensing and Computing for Smart City, Xiamen University. The data is available for free to researchers for non-commercial use.

orga-data's People

Contributors

541435721 avatar

Stargazers

 avatar  avatar Meng Sijun avatar  avatar  avatar

Watchers

James Cloos avatar  avatar  avatar

Forkers

montensorrt

orga-data's Issues

求数据集

可以求一份这个OrgaNet的数据集吗 自用 谢谢作者!!!

数据下载

您好,

我发送了一个Email给您,希望下载一下数据,请问有哪些下载方式?希望您能在空闲时间回复一下。

谢谢!

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.