Plant Leaf Recognition based on Mask R-CNN

Plants, as the main form of life and an important component of human life, are often as the preferred objects for automatic plant recognition research due to their distinct features, prominent internal textures, and significant differences in appearance. Firstly, a plant leaves recognition dataset containing 805 images was constructed. These leaves are classified as 8 different plant species, including blueberry, apple, cherry, grape, strawberry, capsicum, peach and potato. Subsequently, Mask R-CNN was used as a basic method to provide a baseline leaves recognition result. The plant leaves dataset has been made public on Baidu Network Disk and the link is https://pan.baidu.com/s/1YIE-QO25lQIlvQf5QFbKjQ?pwd=mn89.

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Publication Details

Journal
Journal of Research in Science and Engineering
Published
2025-03-25
DOI
https://doi.org/10.53469/jrse.2024.07(03).11
Primary Topic
Smart Agriculture and AI
Type
article
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article

Plant Leaf Recognition based on Mask R-CNN

Liyong Zou, Liqiong Lu, Dong Wu
Journal of Research in Science and Engineering
Smart Agriculture and AI
article

Plant Leaf Recognition based on Mask R-CNN

Liyong Zou, Liqiong Lu, Dong Wu
article en

Abstract

Plants, as the main form of life and an important component of human life, are often as the preferred objects for automatic plant recognition research due to their distinct features, prominent internal textures, and significant differences in appearance. Firstly, a plant leaves recognition dataset containing 805 images was constructed. These leaves are classified as 8 different plant species, including blueberry, apple, cherry, grape, strawberry, capsicum, peach and potato. Subsequently, Mask R-CNN was used as a basic method to provide a baseline leaves recognition result. The plant leaves dataset has been made public on Baidu Network Disk and the link is https://pan.baidu.com/s/1YIE-QO25lQIlvQf5QFbKjQ?pwd=mn89.

Journal of Research in Science and EngineeringVol. 7(3)
Lingnan Normal University (CN), Guangxi Normal University (CN)
Openalex Percentile: Top 96%
Smart Agriculture and AI
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Plant Leaf Recognition based on Mask R-CNN — Liyong Zou, Liqiong Lu, et al. · Journal of Research in Science and Engineering (2025) | TGRS Research Map | TGRS