Detection and classification of whiteflies and development stages on soybean leaves images using an improved deep learning strategy

Rubens de Castro Pereira,Edson Hirose,Osmar Luiz Ferreira de Carvalho, Ronaldo Martins da Costa,Díbio Leandro Borges

Computers and Electronics in Agriculture（2022）

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摘要

•A novel deep learning strategy for very small objects based on YOLOv4 backbones.•An image mosaicking and a fusion of hypothesized objects to classify whiteflies.•An annotated database of soybean leaf images with whiteflies and development stages.•Detection and classification results, with comparison with a state-of-art CNN.

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关键词

Whitefly stages detection and classification,Object detection and classification strategy,Deep learning model,YOLOv4,Soybean leaves RGB images

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