Disease Detection of Asian Rice (Oryza Sativa) in the Philippines Using Image Processing

被引:1
|
作者
Pascual, Elysse Joy Angelica V. [1 ]
Plaza, Joe Mhar J. [1 ]
Tesorero, Jose Lorenzo L. [1 ]
De Goma, Joel C. [1 ]
机构
[1] Mapua Univ, Sch Informat Technol, Makati, Philippines
关键词
Rice Disease Detection; Image Processing; Support Vector Machine; Random Forest;
D O I
10.1145/3366650.3366676
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the Philippines, rice is one of the most important food consumed for almost every meal and so, it is essential to meet the demands in rice production. However, local storms contribute to the susceptibility of rice plants to diseases debilitating the ability of farms to produce large amount of high-quality rice. Identification of diseases are done manually by farmers based on experience or an expert's advice. This paper proposes an automated detection of diseases using image processing. In the segmentation technique, the images are divided into two sets where green pixels are masked with 1) blue and 2) black pixels, along with the other features, and are then fed separately into SVM and Random Forest to compare their performance. Results show that blue pixels and SVM as its classifier have yielded better outcome having 82.41% as compared to the other model.
引用
收藏
页码:131 / 135
页数:5
相关论文
共 50 条
  • [1] Was Asian Rice (Oryza sativa) Domesticated More Than Once?
    Duncan A. Vaughan
    Bao-Rong Lu
    Norihiko Tomooka
    Rice, 2008, 1 : 16 - 24
  • [2] Was Asian Rice (Oryza sativa) Domesticated More Than Once?
    Vaughan, Duncan A.
    Lu, Bao-Rong
    Tomooka, Norihiko
    RICE, 2008, 1 (01) : 16 - 24
  • [3] Phylogeography of Asian wild rice, Oryza rufipogon, reveals multiple independent domestications of cultivated rice, Oryza sativa
    Londo, Jason P.
    Chiang, Yu-Chung
    Hung, Kuo-Hsiang
    Chiang, Tzen-Yuh
    Schaal, Barbara A.
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (25) : 9578 - 9583
  • [4] A new feruloyl glyceride from the roots of Asian rice (Oryza sativa)
    Lee, Tae Kyoung
    Kang, Hee Rae
    Kim, Ki Hyun
    REVISTA BRASILEIRA DE FARMACOGNOSIA-BRAZILIAN JOURNAL OF PHARMACOGNOSY, 2018, 28 (04): : 421 - 424
  • [5] A new feruloyl glyceride from the roots of Asian rice (Oryza sativa)
    Tae Kyoung Lee
    Hee Rae Kang
    Ki Hyun Kim
    Revista Brasileira de Farmacognosia, 2018, 28 : 421 - 424
  • [6] Evolutionary Genomics of Structural Variation in Asian Rice (Oryza sativa) Domestication
    Kou, Yixuan
    Liao, Yi
    Toivainen, Tuomas
    Lv, Yuanda
    Tian, Xinmin
    Emerson, J. J.
    Gaut, Brandon S.
    Zhou, Yongfeng
    MOLECULAR BIOLOGY AND EVOLUTION, 2020, 37 (12) : 3507 - 3524
  • [7] KHAIRA DISEASE OF RICE (ORYZA-SATIVA L)
    NENE, YL
    INDIAN JOURNAL OF AGRICULTURAL SCIENCES, 1972, 42 (02): : 87 - &
  • [8] VARIATION OF ELONGATION ABILITY IN THE ASIAN FLOATING RICE (ORYZA-SATIVA-L)
    INOUYE, J
    JARQ-JAPAN AGRICULTURAL RESEARCH QUARTERLY, 1985, 19 (02): : 86 - 91
  • [9] Determination of genetic variability of Asian rice (Oryza sativa L.) varieties using microsatellite markers
    Pervaiz, Zahida H.
    Rabbani, Malik A.
    Pearce, Stephen R.
    Malik, Salman A.
    AFRICAN JOURNAL OF BIOTECHNOLOGY, 2009, 8 (21): : 5641 - 5651
  • [10] ON THE CRACKING OF ABSCISSION LAYER IN ASIAN RICE CULTIVAR (ORYZA-SATIVA-L)
    JIN, ID
    TERAO, H
    INOUYE, J
    JAPANESE JOURNAL OF CROP SCIENCE, 1982, 51 (04) : 542 - 545