Global Wheat Head Detection 2021: An Improved Dataset for Benchmarking Wheat Head Detection Methods - Archive ouverte HAL Access content directly
Journal Articles Plant Phenomics Year : 2021

Global Wheat Head Detection 2021: An Improved Dataset for Benchmarking Wheat Head Detection Methods

(1, 2) , (2) , (3) , (2) , (2) , (2) , (4, 5) , (6) , (7) , (8) , , (9) , (10) , (11) , (11) , (11) , (12) , (13) , (13) , , , , , , , , , , , , , , , (1) , (2) , ,
1
2
3
4
5
6
7
8
9
10
11
12
13
Daniel Smith
Francisco Pinto
Izzat Tahir
Hisashi Tsujimoto
Bangyou Zheng
Sébastien Dandrifosse
Alexis Carlier
Benjamin Dumont
Benoit Mercatoris
Byron Evers
Ken Kuroki
Haozhou Wang
Masanori Ishii
  • Function : Author
Minhajul Badhon
Curtis Pozniak
David Shaner Lebauer
Morten Lillemo
Jesse Poland
Scott Chapman
Ian Stavness
Wei Guo

Abstract

The Global Wheat Head Detection (GWHD) dataset was created in 2020 and has assembled 193,634 labelled wheat heads from 4700 RGB images acquired from various acquisition platforms and 7 countries/institutions. With an associated competition hosted in Kaggle, GWHD_2020 has successfully attracted attention from both the computer vision and agricultural science communities. From this first experience, a few avenues for improvements have been identified regarding data size, head diversity, and label reliability. To address these issues, the 2020 dataset has been reexamined, relabeled, and complemented by adding 1722 images from 5 additional countries, allowing for 81,553 additional wheat heads. We now release in 2021 a new version of the Global Wheat Head Detection dataset, which is bigger, more diverse, and less noisy than the GWHD_2020 version.
Fichier principal
Vignette du fichier
David_AAAS_2021.pdf (1.31 Mo) Télécharger le fichier
Origin : Files produced by the author(s)

Dates and versions

hal-03774865 , version 1 (12-09-2022)

Licence

Attribution - CC BY 4.0

Identifiers

Cite

Etienne David, Mario Serouart, Daniel Smith, Simon Madec, Kaaviya Velumani, et al.. Global Wheat Head Detection 2021: An Improved Dataset for Benchmarking Wheat Head Detection Methods. Plant Phenomics, 2021, 2021, pp.1-9. ⟨10.34133/2021/9846158⟩. ⟨hal-03774865⟩
15 View
4 Download

Altmetric

Share

Gmail Facebook Twitter LinkedIn More