An in-field automatic wheat disease diagnosis system

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Jiang Lu, Jie Hu, Guannan Zhao, Fenghua Mei, Changshui Zhang

Published: 01 Jan 2017, Last Modified: 27 Jul 2025Comput. Electron. Agric. 2017EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•An in-field automatic wheat disease diagnosis system (DMIL-WDDS) is firstly proposed.•DMIL-WDDS achieves identification and localization for wheat diseases.•DMIL-WDDS outperforms conventional CNN-based architectures on recognition accuracy.•A new in-field wheat disease dataset WDD2017 is collected.•DMIL-WDDS has been designed into a real-time mobile application.