tomatowur

TomatoWUR; a comprehensive dataset for 3D plant phenotyping

https://github.com/wur-abe/tomatowur

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 2 DOI reference(s) in README
  • Academic publication links
    Links to: sciencedirect.com
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (11.0%) to scientific vocabulary

Keywords

3d-plant-phenotyping point-cloud skeleton
Last synced: 6 months ago · JSON representation ·

Repository

TomatoWUR; a comprehensive dataset for 3D plant phenotyping

Basic Info
Statistics
  • Stars: 2
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Topics
3d-plant-phenotyping point-cloud skeleton
Created 11 months ago · Last pushed 7 months ago
Metadata Files
Readme License Citation

README.md

About

Official implementation of TomatoWUR dataset:

An annotated dataset of tomato plants to quantitatively evaluate segmentation, skeletonisation, and plant trait extraction algorithms for 3D plant phenotyping

The dataset is related to the paper: 3D plant segmentation: Comparing a 2D-to-3D segmentation method with state-of-the-art 3D segmentation algorithms

Installation

This software is tested on Python 3.11. To install the dependencies, run: pip install -r requirements.txt

Usage

Make sure to extract and download the dataset, this will be done automatically if path can not be found: python3 wurTomato.py --visualise 0 For more examples have a look at the example_notebook.ipynb

Settings are described in config file

Citation

@article{VANMARREWIJK2025111852, title = {TomatoWUR: An annotated dataset of tomato plants to quantitatively evaluate segmentation, skeletonisation, and plant-trait extraction algorithms for 3D plant phenotyping}, journal = {Data in Brief}, volume = {61}, pages = {111852}, year = {2025}, issn = {2352-3409}, doi = {https://doi.org/10.1016/j.dib.2025.111852}, url = {https://www.sciencedirect.com/science/article/pii/S2352340925005773}, author = {Bart M. {van Marrewijk} and Tim {van Daalen} and Katarína Smoleňová and Bolai Xin and Gerrit Polder and Gert Kootstra}, }

Related research

2Dto3D segmentation paper

Funding

This research is part of AgrifoodTEF: Test and Experiment Facilities for the Agri-Food Domain (101100622)

Owner

  • Name: Wageningen University & Research - Agricultural Biosystems Engineering
  • Login: WUR-ABE
  • Kind: organization
  • Location: Netherlands

Citation (CITATION.cff)

cff-version: 1.2.0
message: If you use this software, please cite the preferred-citation.
authors:
  - family-names: van Marrewijk
    given-names: Bart M. 
    orcid: "https://orcid.org/0000-0003-3681-8114"
  - family-names: van Daalen
    given-names: Tim 
    orcid: "https://orcid.org/0009-0003-0308-1969"
  - family-names: Smoleňová
    given-names: Katarína 
    orcid: "https://orcid.org/0009-0008-3164-0955"
  - family-names: Xin
    given-names: Bolai 
  - family-names: Polder
    given-names: Gerrit 
    orcid: "https://orcid.org/0000-0003-4896-4776"
  - family-names: Kootstra
    given-names: Gert
    orcid: "https://orcid.org/0000-0002-2579-4324"
title: "TomatoWUR: An annotated dataset of tomato plants to quantitatively evaluate segmentation, skeletonisation, and plant-trait extraction algorithms for 3D plant phenotyping"
version: 1.0.0
url: https://doi.org/10.1016/j.dib.2025.111852
preferred-citation:
  authors:
    - family-names: van Marrewijk
      given-names: Bart M. 
      orcid: "https://orcid.org/0000-0003-3681-8114"
    - family-names: van Daalen
      given-names: Tim 
      orcid: "https://orcid.org/0009-0003-0308-1969"
    - family-names: Smoleňová
      given-names: Katarína 
      orcid: "https://orcid.org/0009-0008-3164-0955"
    - family-names: Xin
      given-names: Bolai 
    - family-names: Polder
      given-names: Gerrit 
      orcid: "https://orcid.org/0000-0003-4896-4776"
    - family-names: Kootstra
      given-names: Gert
      orcid: "https://orcid.org/0000-0002-2579-4324"
  title: "TomatoWUR: An annotated dataset of tomato plants to quantitatively evaluate segmentation, skeletonisation, and plant-trait extraction algorithms for 3D plant phenotyping"
  journal: "Data in Brief"
  volume: 61
  start: 111852
  issn: "2352-3409"
  doi: "10.1016/j.dib.2025.111852"
  type: article
  year: 2025

GitHub Events

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Last Year
  • Watch event: 6
  • Push event: 10
  • Public event: 1
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  • Fork event: 2

Dependencies

.github/workflows/citation.yml actions
  • actions/checkout v4 composite
.github/workflows/license.yml actions
  • actions/checkout v4 composite
requirements.txt pypi
  • ipykernel *
  • matplotlib *
  • natsort *
  • omegaconf *
  • pandas *
  • polyscope *
  • requests *
  • scikit-learn *
  • scipy *
  • torch *
  • tqdm *