ISSN 2394-5125
 

Research Article 


GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale.

Abstract
Medicinal plants are major sources of medicines. Nowadays when looking at its physical properties, it is difficult to identify the plants. A specialist in this field may recognize the plant but recognizing a plant of the rare category is very difficult for a layman without an automated computerized approach. Hence there is a need to the design and develop an application for automatic identification of medicinal plants. Also, there is a need to optimize the features of medicinal plants so that computational time for plant identification will be less and the accuracy will be increased. This article proposes design and development of a system called Genetic Plant Identifier which accurately identifies medicinal plants from the features extracted. Features like rectangularity, circularity, perimeter, and color, etc. are extracted after preprocessing of the leaf imageswhich then are optimized with the help of Genetic Algorithm. As a result 83 percent reduction in the feature set have been observed. The machine learning algorithms for instance the Naive Bayes, Support Vector Machine (SVM), K-Nearest Neighbor(KNN), Multi-Layer Perceptron (MLP) and Logistic Regression are provided with the optimized features as an input for identification of their species. It is been observed that the percentage improvement in accuracy for MLP is higher i.e. 16.59 percent as compared to others. The average performance considering all five algorithms is 4.5 percent.

Key words: leaf recognition, medicinal plants, feature extraction, genetic algorithm, fitness function, image processing, machine learning.


 
ARTICLE TOOLS
Abstract
PDF Fulltext
How to cite this articleHow to cite this article
Citation Tools
Related Records
 Articles by Sayali Babar
Articles by Anuradha Thakare
Articles by Srushti Gawade
Articles by Abhishek Gokhale
on Google
on Google Scholar


How to Cite this Article
Pubmed Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale. GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS. JCR. 2020; 7(19): 1211-1218. doi:10.31838/jcr.07.19.148


Web Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale. GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS. http://www.jcreview.com/?mno=104125 [Access: July 17, 2020]. doi:10.31838/jcr.07.19.148


AMA (American Medical Association) Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale. GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS. JCR. 2020; 7(19): 1211-1218. doi:10.31838/jcr.07.19.148



Vancouver/ICMJE Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale. GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS. JCR. (2020), [cited July 17, 2020]; 7(19): 1211-1218. doi:10.31838/jcr.07.19.148



Harvard Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale (2020) GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS. JCR, 7 (19), 1211-1218. doi:10.31838/jcr.07.19.148



Turabian Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale. 2020. GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS. Journal of Critical Reviews, 7 (19), 1211-1218. doi:10.31838/jcr.07.19.148



Chicago Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale. "GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS." Journal of Critical Reviews 7 (2020), 1211-1218. doi:10.31838/jcr.07.19.148



MLA (The Modern Language Association) Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale. "GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS." Journal of Critical Reviews 7.19 (2020), 1211-1218. Print. doi:10.31838/jcr.07.19.148



APA (American Psychological Association) Style

Sayali Babar, Anuradha Thakare, Srushti Gawade, Abhishek Gokhale (2020) GENETIC PLANT IDENTIFIER FOR IDENTIFICATION OF MEDICINAL PLANTS. Journal of Critical Reviews, 7 (19), 1211-1218. doi:10.31838/jcr.07.19.148





Most Viewed Articles
  • ANALYTICAL RESULTS OF SLOPE FAILURE AND EFFECTIVE USE OF FLYCAM DATA: A CASE STUDY FROM KM 11 TO KM 13 ON THE 3B HIGHWAY, BACKAN PROVINCE OF VIETNAM
    VIETHA NGUYEN, HONGTHINH PHI, TRUONGTHANH PHI*
    JCR. 2020; 7(1): 1-5
    » Abstract » doi: 10.22159/jcr.07.01.01

  • ZOOTHERAPY AMONG THE ETHNIC GROUPS OF NORTH EASTERN REGION OF INDIA-A CRITICAL REVIEW
    KHIROD SANKAR DAS, SUDIPTA CHOUDHURY, K. CHANREILA L. NONGLAIT
    JCR. 2017; 4(2): 1-9
    » Abstract » doi: 10.22159/jcr.2017v4i2.14698

  • CADMIUM NANOPARTICLES AND ITS TOXICITY
    RAJNISH GUPTA
    JCR. 2019; 6(5): 1-7
    » Abstract » doi: 10.22159/jcr.2019v6i5.34073

  • RECENT THERAPEUTIC PROGRESS OF CHALCONE SCAFFOLD BEARING COMPOUNDS AS PROSPECTIVE ANTI-GOUT CANDIDATES
    DEBARSHI KAR MAHAPATRA, VIVEK ASATI, SANJAY KUMAR BHARTI
    JCR. 2019; 6(1): 1-5
    » Abstract » doi: 10.22159/jcr.2019v6i1.31760

  • ADVANCES OF HYDRAZONE LINKER IN POLYMERIC DRUG DELIVERY
    SHIVSHANKAR R. MANE
    JCR. 2019; 6(2): 1-4
    » Abstract » doi: 10.22159/jcr.2019v6i2.31833

  • Most Downloaded
  • CADMIUM NANOPARTICLES AND ITS TOXICITY
    RAJNISH GUPTA
    JCR. 2019; 6(5): 1-7
    » Abstract » doi: 10.22159/jcr.2019v6i5.34073

  • Multi Drug Resistance in Cancer Therapy-An Overview
    HARISH KADKOL, VIKAS JAIN, AMIT B PATIL*
    JCR. 2019; 6(6): 1-6
    » Abstract » doi: 10.22159/jcr.2019v6i6.35673

  • AN OVERVIEW ON MEDICINAL PLANTS FOR THE TREATMENT OF ACNE
    D. MANOGNA REDDY, VIKAS JAIN
    JCR. 2019; 6(6): 7-14
    » Abstract » doi: 10.22159/jcr.2019v6i6.35696

  • QUANTITATIVE ANALYSIS OF BIOLOGICAL NITROGEN FIXATION IN VARIOUS MODELS OF LEGUMES AND THE FACTORS INFLUENCING THE PROCESS: A REVIEW
    SAMEER SHARMA, ANIKET MALAGE, SIBI G.
    JCR. 2019; 6(6): 24-28
    » Abstract » doi: 10.22159/jcr.2019v6i6.35637

  • ANALYTICAL RESULTS OF SLOPE FAILURE AND EFFECTIVE USE OF FLYCAM DATA: A CASE STUDY FROM KM 11 TO KM 13 ON THE 3B HIGHWAY, BACKAN PROVINCE OF VIETNAM
    VIETHA NGUYEN, HONGTHINH PHI, TRUONGTHANH PHI*
    JCR. 2020; 7(1): 1-5
    » Abstract » doi: 10.22159/jcr.07.01.01

  • Most Cited Articles
  • ZOOTHERAPY AMONG THE ETHNIC GROUPS OF NORTH EASTERN REGION OF INDIA-A CRITICAL REVIEW
    KHIROD SANKAR DAS, SUDIPTA CHOUDHURY, K. CHANREILA L. NONGLAIT
    JCR. 2017; 4(2): 1-9
    » Abstract » doi: 10.22159/jcr.2017v4i2.14698
    Cited : 1 time [Click to see citing article]