Projects per year
Abstract
In this study we developed a novel method to detect cashew trees in an orthophoto map derived from images collected by an unmanned aerial vehicle (UAV). We also suggest a way in which these detections can be used to analyze the yield of the cashew farm. The proposed method uses image analysis to find the tops of trees, to merge different tops located on the same tree, and to segment individual tree. The segmented trees are used in a deep learning framework to know the exact location of cashew trees. The preliminary cashew detection from UAV-based map is promising. This study can be interesting for developing countries where UAV system are nowadays gaining popularity in agriculture. Our method does not require any additional sensor other than the RGB camera onboard the UAV. This low-cost solution is suitable for small and medium cashew farmers. The developed method can also be extended to other types of trees, other than the cashew.
Original language | English |
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Title of host publication | 2021 16th Iberian Conference on Information Systems and Technologies (CISTI) |
Subtitle of host publication | Proceedings of CISTI’2021-16th Iberian Conference on Information Systems and Technologies |
Editors | Alvaro Rocha, Ramiro Goncalves, Francisco Garcia Penalvo, Jose Martins |
Publisher | IEEE |
Number of pages | 5 |
ISBN (Electronic) | 978-989-54659-1-0 |
ISBN (Print) | 978-1-6654-3022-7 |
DOIs | |
Publication status | Published - 12 Jul 2021 |
MoE publication type | A4 Article in a conference publication |
Event | Iberian Conference on Information Systems and Technologies - Chaves, Portugal Duration: 23 Jun 2021 → 26 Jun 2021 Conference number: 16 http://www.cisti.eu/ |
Publication series
Name | Iberian Conference on Information Systems and Technologies |
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ISSN (Print) | 2166-0727 |
Conference
Conference | Iberian Conference on Information Systems and Technologies |
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Abbreviated title | CISTI |
Country/Territory | Portugal |
City | Chaves |
Period | 23/06/2021 → 26/06/2021 |
Internet address |
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Dive into the research topics of 'Cashew Trees Detection And Yield Analysis Using UAV-Based Map'. Together they form a unique fingerprint.Projects
- 2 Finished
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Competence-Based Growth Through Integrated Disruptive Technologies of 3D Digitalization, Robotics, Geospatial Information and Image Processing/Computing – Point Cloud Ecosystem
Visala, A., Badar, T., Vihlman, M., Sandru, A. & Ouattara, I.
01/01/2018 → 31/07/2021
Project: Academy of Finland: Strategic research funding
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COMBAT: Competence-Based Growth Through Integrated Disruptive Technologies of 3D Digitalization, Robotics, Geospatial Information and Image Processing/Computing - Point Cloud Ecosystem
Nieminen, J., Ahlavuo, M., Vaaja, M. T., Laitala, A., Julin, A., Hyyppä, H., Maksimainen, M., Lehtola, V., Ståhle, P., Haggren, H., Rantanen, T., Gullmets, H., Kauhanen, H., Ingman, M., Karvonen, S., Kurkela, M., Luhtala, L., Jaalama, K. & Virtanen, J.
01/05/2015 → 31/12/2017
Project: Academy of Finland: Strategic research funding