Two-stage plant species recognition by local mean clustering and Weighted sparse representation classification

S Zhang, H Wang, W Huang - Cluster computing, 2017 - Springer
Aiming at the difficult problem of plant leaf recognition on the large-scale database, a two-
stage local similarity based classification learning (LSCL) method is proposed by combining …

Combining sparse representation and singular value decomposition for plant recognition

S Zhang, C Zhang, Z Wang, W Kong - Applied Soft Computing, 2018 - Elsevier
Plant recognition is one of important research areas of pattern recognition. As plant leaves
are extremely irregular, complex and diverse, many existing plant classification and …

Modified locally linear discriminant embedding for plant leaf recognition

S Zhang, YK Lei - Neurocomputing, 2011 - Elsevier
Based on locally linear embedding (LLE) and modified maximizing margin criterion
(MMMC), a modified locally linear discriminant embedding (MLLDE) algorithm is proposed …

Dimension reduction using semi-supervised locally linear embedding for plant leaf classification

S Zhang, KW Chau - … and Applications: 5th International Conference on …, 2009 - Springer
Plant has plenty use in foodstuff, medicine and industry, and is also vitally important for
environmental protection. So, it is important and urgent to recognize and classify plant …

Label propagation based supervised locality projection analysis for plant leaf classification

S Zhang, Y Lei, T Dong, XP Zhang - Pattern Recognition, 2013 - Elsevier
The label propagation has the benefits of nearly-linear running time and easy
implementation. In this paper, we make use of the label propagation to propose a new …

Comparative study of leaf image recognition with a novel learning-based approach

JK Hsiao, LW Kang, CL Chang… - 2014 Science and …, 2014 - ieeexplore.ieee.org
Automatic plant identification via computer vision techniques has been greatly important for
a number of professionals, such as environmental protectors, land managers, and foresters …

Hierarchical learning of tree classifiers for large-scale plant species identification

J Fan, N Zhou, J Peng, L Gao - IEEE Transactions on Image …, 2015 - ieeexplore.ieee.org
In this paper, a hierarchical multi-task structural learning algorithm is developed to support
large-scale plant species identification, where a visual tree is constructed for organizing …

Plant species recognition methods using leaf image: Overview

S Zhang, W Huang, Y Huang, C Zhang - Neurocomputing, 2020 - Elsevier
Plant plays an important role in agricultural, industrial, medicine, environmental and
ecological protection. Recently, with global warming, biodiversity loss, rapid urban …

Relative sub-image based features for leaf recognition using support vector machine

S Prasad, KM Kudiri, RC Tripathi - Proceedings of the 2011 international …, 2011 - dl.acm.org
In this paper, we extract our proposed RSC features from leaf images and use SVM classifier
to implement an automated leaf recognition system for plant leaf identification and …

[HTML][HTML] A novel method of automatic plant species identification using sparse representation of leaf tooth features

T Jin, X Hou, P Li, F Zhou - PloS one, 2015 - journals.plos.org
Automatic species identification has many advantages over traditional species identification.
Currently, most plant automatic identification methods focus on the features of leaf shape …