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

Autor:	David E; Arvalis, Institut du Végétal, 3 Rue Joseph et Marie Hackin, 75116 Paris, France.; UMR1114 EMMAH, INRAE, Centre PACA, Bâtiment Climat, Domaine Saint-Paul, 228 Route de l'Aérodrome, CS 40509, 84914 Avignon Cedex, France., Serouart M; Arvalis, Institut du Végétal, 3 Rue Joseph et Marie Hackin, 75116 Paris, France.; UMR1114 EMMAH, INRAE, Centre PACA, Bâtiment Climat, Domaine Saint-Paul, 228 Route de l'Aérodrome, CS 40509, 84914 Avignon Cedex, France., Smith D; School of Food and Agricultural Sciences, The University of Queensland, Gatton, 4343 QLD, Australia., Madec S; Arvalis, Institut du Végétal, 3 Rue Joseph et Marie Hackin, 75116 Paris, France.; School of Food and Agricultural Sciences, The University of Queensland, Gatton, 4343 QLD, Australia., Velumani K; UMR1114 EMMAH, INRAE, Centre PACA, Bâtiment Climat, Domaine Saint-Paul, 228 Route de l'Aérodrome, CS 40509, 84914 Avignon Cedex, France.; Hiphen SAS, 120 Rue Jean Dausset, Agroparc, Bâtiment Technicité, 84140 Avignon, France., Liu S; Plant Phenomics Research Center, Nanjing Agricultural University, Nanjing, China., Wang X; Wheat Genetics Resource Center, Dep. of Plant Pathology, Kansas State Univ., 4024 Throckmorton Plant Sciences Center, Manhattan, Kansas, USA., Pinto F; Global Wheat Program, International Maize and Wheat Improvement Centre (CIMMYT), Mexico, D.F., Mexico., Shafiee S; Faculty of Biosciences, Norwegian University of Life Sciences, P.O. Box 5003, NO-1432 Ås, Norway., Tahir ISA; Agricultural Research Corporation, Wheat Research Program, P.O. Box 126, Wad Medani, Sudan., Tsujimoto H; Arid Land Research Center, Tottori University, Tottori 680-0001, Japan., Nasuda S; Laboratories of Plant Genetics and Plant Breeding, Graduate School of Agriculture, Kyoto University, Japan., Zheng B; CSIRO Agriculture and Food, Queensland Biosciences Precinct, 306 Carmody Road, St Lucia, 4067 QLD, Australia., Kirchgessner N; Institute of Agricultural Sciences, ETH Zurich, Universitätstrasse 2, 8092 Zurich, Switzerland., Aasen H; Institute of Agricultural Sciences, ETH Zurich, Universitätstrasse 2, 8092 Zurich, Switzerland., Hund A; Institute of Agricultural Sciences, ETH Zurich, Universitätstrasse 2, 8092 Zurich, Switzerland., Sadhegi-Tehran P; Plant Sciences Department, Rothamsted Research, Harpenden, UK., Nagasawa K; Institute of Crop Science, National Agriculture and Food Research Organization, Japan., Ishikawa G; Hokkaido Agricultural Research Center, National Agriculture and Food Research Organization, Japan., Dandrifosse S; Biosystems Dynamics and Exchanges, TERRA Teaching and Research Center, Gembloux Agro-Bio Tech, University of Liège, 5030 Gembloux, Belgium., Carlier A; Biosystems Dynamics and Exchanges, TERRA Teaching and Research Center, Gembloux Agro-Bio Tech, University of Liège, 5030 Gembloux, Belgium., Dumont B; Plant Sciences, TERRA Teaching and Research Center, Gembloux Agro-Bio Tech, University of Liège, 5030 Gembloux, Belgium., Mercatoris B; Biosystems Dynamics and Exchanges, TERRA Teaching and Research Center, Gembloux Agro-Bio Tech, University of Liège, 5030 Gembloux, Belgium., Evers B; Wheat Genetics Resource Center, Dep. of Plant Pathology, Kansas State Univ., 4024 Throckmorton Plant Sciences Center, Manhattan, Kansas, USA., Kuroki K; Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Midori-cho, Nishitokyo City, Tokyo, Japan., Wang H; Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Midori-cho, Nishitokyo City, Tokyo, Japan., Ishii M; Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Midori-cho, Nishitokyo City, Tokyo, Japan., Badhon MA; Department of Computer Science, University of Saskatchewan, Canada., Pozniak C; Department of Plant Sciences, University of Saskatchewan, Canada., LeBauer DS; College of Agriculture and Life Sciences, University of Arizona, Tucson, Arizona, USA., Lillemo M; Faculty of Biosciences, Norwegian University of Life Sciences, P.O. Box 5003, NO-1432 Ås, Norway., Poland J; Wheat Genetics Resource Center, Dep. of Plant Pathology, Kansas State Univ., 4024 Throckmorton Plant Sciences Center, Manhattan, Kansas, USA., Chapman S; School of Food and Agricultural Sciences, The University of Queensland, Gatton, 4343 QLD, Australia.; CSIRO Agriculture and Food, Queensland Biosciences Precinct, 306 Carmody Road, St Lucia, 4067 QLD, Australia., de Solan B; Arvalis, Institut du Végétal, 3 Rue Joseph et Marie Hackin, 75116 Paris, France., Baret F; UMR1114 EMMAH, INRAE, Centre PACA, Bâtiment Climat, Domaine Saint-Paul, 228 Route de l'Aérodrome, CS 40509, 84914 Avignon Cedex, France., Stavness I; Department of Computer Science, University of Saskatchewan, Canada., Guo W; Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Midori-cho, Nishitokyo City, Tokyo, Japan.
Jazyk:	angličtina
Zdroj:	Plant phenomics (Washington, D.C.) [Plant Phenomics] 2021 Sep 22; Vol. 2021, pp. 9846158. Date of Electronic Publication: 2021 Sep 22 (Print Publication: 2021).
DOI:	10.34133/2021/9846158
Abstrakt:	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. Competing Interests: The authors declare that there is no conflict of interest regarding the publication of this article. (Copyright © 2021 Etienne David et al.)
Databáze:	MEDLINE
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