Survey of feature extraction and classification techniques to identify plant through leaves

S Sachar, A Kumar - Expert Systems with Applications, 2021 - Elsevier
This paper provides a comprehensive survey of various techniques used in computer vision
for the automatic identification of plants with the help of leaf images. The extracted …

Plant leaf identification based on shape and convolutional features

H Wu, L Fang, Q Yu, J Yuan, C Yang - Expert Systems with Applications, 2023 - Elsevier
Plant leaf identification is an important and challenging issue in botany and image analysis.
This is because leaves of the same class exhibit very large differences, and leaves of …

Symmetric binary tree based co-occurrence texture pattern mining for fine-grained plant leaf image retrieval

X Chen, B Wang, Y Gao - Pattern Recognition, 2022 - Elsevier
Leaf image patterns have been actively researched for plant species recognition. However,
as a very challenging fine-grained pattern identification issue, cultivar recognition in which …

Fusing deep learning features of triplet leaf image patterns to boost soybean cultivar identification

B Wang, H Li, J You, X Chen, X Yuan, X Feng - Computers and Electronics …, 2022 - Elsevier
Soybean cultivar recognition plays a vital role in cultivar evaluation, selection and
production. Recently, there is an increasing interest in taking leaf image patterns as clues for …

Patchy image structure classification using multi-orientation region transform

X Yu, Y Zhao, Y Gao, S Xiong, X Yuan - … of the AAAI conference on artificial …, 2020 - aaai.org
Exterior contour and interior structure are both vital features for classifying objects. However,
most of the existing methods consider exterior contour feature and internal structure feature …

MFCIS: an automatic leaf-based identification pipeline for plant cultivars using deep learning and persistent homology

Y Zhang, J Peng, X Yuan, L Zhang, D Zhu… - Horticulture …, 2021 - academic.oup.com
Recognizing plant cultivars reliably and efficiently can benefit plant breeders in terms of
property rights protection and innovation of germplasm resources. Although leaf image …

Leaf image recognition based on bag of features

Y Zhang, J Cui, Z Wang, J Kang, Y Min - Applied Sciences, 2020 - mdpi.com
Plants are ubiquitous in human life. Recognizing an unknown plant by its leaf image quickly
is a very interesting and challenging research. With the development of image processing …

Plant species identification from occluded leaf images

A Chaudhury, JL Barron - IEEE/ACM transactions on …, 2018 - ieeexplore.ieee.org
We present an approach to identify the plant species from the contour information from
occluded leaf image using a database of full plant leaves. Although contour based 2D shape …

Fan-beam binarization difference projection (FB-BDP): A novel local object descriptor for fine-grained leaf image retrieval

X Chen, B Wang, Y Gao - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Fine-grained leaf image retrieval (FGLIR) aims to search similar leaf images in subspecies
level which involves very high interclass visual similarity and accordingly poses great …

From species to cultivar: Soybean cultivar recognition using joint leaf image patterns by multiscale sliding chord matching

B Wang, Y Gao, X Yuan, S Xiong, X Feng - Biosystems engineering, 2020 - Elsevier
Highlights•The first reported research on cultivar recognition using joint leaf image
patterns.•A novel multiscale sliding chord matching (MSCM) approach is proposed.•It can …