AN INCREMENTAL LEARNING METHOD FOR CLASSIFICATION OF PLANT LEAVES USING DEEP LEARNING

被引：0

作者：

Prasad, P. Siva ^{[1
]}

Senthilrajan, A. ^{[2
]}

机构：

[1] Alagappa Univ, Dept Comp Sci, Karikudi 630003, Tamil Nadu, India

[2] Alagappa Univ, Dept Computat Logist, Karikudi 630003, Tamil Nadu, India

来源：

ADVANCES AND APPLICATIONS IN MATHEMATICAL SCIENCES | 2021年 / 20卷 / 11期

关键词：

Leaf; Machine Learning; Deep Learning; CNN; Boost incremental learning;

D O I：

暂无

中图分类号：

O1 [数学];

学科分类号：

0701 ; 070101 ;

摘要：

Research on plant leaves is an impact on Agriculture. Plant leaves have an essential role in environmental protection. Recognition of plant leaves is essential to agricultural environments. A leaf dataset has a collection of shape and vein, colour, and texture features extracted from digital leaf images. In this paper, we have used Flavia dataset and we have proposed a Boost incremental learning method to train the model on small leaf sub-datasets when extracted features are huge to place into memory. Due to this boost incremental approach, we have obtained 98% accuracy in classification of plant leaves. This work addresses and provides better solutions for classification of plant leaves using Convolutional Neural Network.

引用

页码：2607 / 2611

页数：5

共 6 条

[1] Deep Residual Learning for Image Recognition [J].

He, Kaiming ;

Zhang, Xiangyu ;

Ren, Shaoqing ;

Sun, Jian .

2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :770-778

[2]

Howard A.G., 2017, ARXIV, V1704, P4861

[3] Densely Connected Convolutional Networks [J].

Huang, Gao ;

Liu, Zhuang ;

van der Maaten, Laurens ;

Weinberger, Kilian Q. .

30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, :2261-2269

[4]

REBUFFI SA, 2016, C COMP VIS PATT REC

[5] Incremental Learning of Object Detectors without Catastrophic Forgetting [J].

Shmelkov, Konstantin ;

Schmid, Cordelia ;

Alahari, Karteek .

2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2017, :3420-3429

[6] Error-Driven Incremental Learning in Deep Convolutional Neural Network for Large-Scale Image Classification [J].

Xiao, Tianjun ;

Zhang, Jiaxing ;

Yang, Kuiyuan ;

Peng, Yuxin ;

Zhang, Zheng .

PROCEEDINGS OF THE 2014 ACM CONFERENCE ON MULTIMEDIA (MM'14), 2014, :177-186

← 1 →