Image Processing and Classification Method Appropriate for Extensible Mobile Applications

被引:0
|
作者
Petrellis, Nikos [1 ]
机构
[1] Univ Thessaly, Comp Sci & Engn Gen Dept, Larisa, Greece
来源
2019 10TH INTERNATIONAL CONFERENCE ON INFORMATION, INTELLIGENCE, SYSTEMS AND APPLICATIONS (IISA) | 2019年
关键词
Image processing; pattern matching; plant disease; skin disorder; segmentation; classification; smart phone apps;
D O I
10.1109/iisa.2019.8900772
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The image processing technique described in this paper can be used for the classification of photographs that display an object of interest. Spots on the object having distinct color surrounded by a potential halo are segmented. The gray level, area and the number of the spots can determine the class of the object displayed in the photograph. The color histograms of the regions of interest are expected to have similar form in different photographs belonging to the same class. Instead of employing complicated pattern matching algorithms simple features are used including the position and the peaks of the lobes. Plant or skin disease diagnosis are indicative applications that can benefit from the proposed method. High speed classification is achieved with good accuracy in the cases where the proposed methods have been employed. However, their main advantage is the simplicity that allows extensibility since new classes can be supported after a draft statistical processing of a small number of photographs.
引用
收藏
页码:545 / 548
页数:4
相关论文
共 50 条
  • [21] Classification of Cotton Oil in the Semi-Refining Process Using Image Processing Techniques Image Processing for Industrial Applications
    Araujo, Patricia Dias
    Mera Moya, Maria Victoria
    de Paula Junior, Ialis Cavalcante
    2017 SEVENTH INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING TECHNOLOGY (INTECH 2017), 2017, : 21 - 25
  • [22] An Efficient Image Processing Method Based on Web Services for Mobile Devices
    Liang, Yi
    Xiao, Yingyuan
    Huang, Jing
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 3512 - 3516
  • [23] Performance and Privacy Aspects of Image Classification in Cross-platform Mobile Applications
    Jelicic, Anja
    Ljubojevic, Milos
    Savic, Mihajlo
    2024 23RD INTERNATIONAL SYMPOSIUM INFOTEH-JAHORINA, INFOTEH, 2024,
  • [24] ALMARVI System Solution for Image and Video Processing in Healthcare, Surveillance and Mobile Applications
    Al-Ars, Zaid
    van der Vlugt, Steven
    Jaaskelainen, Pekka
    van der Linden, Frank
    JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2019, 91 (01): : 1 - 7
  • [25] ALMARVI System Solution for Image and Video Processing in Healthcare, Surveillance and Mobile Applications
    Zaid Al-Ars
    Steven van der Vlugt
    Pekka Jääskeläinen
    Frank van der Linden
    Journal of Signal Processing Systems, 2019, 91 : 1 - 7
  • [26] Applications of the image processing method on the structure measurements in porous GaN
    Mahmood, Ainorkhilah
    Ahmed, Naser Mahmoud
    Kwong, Yam Fong
    Siang, Chuah Lee
    Yunus, Mohd Bukhari Md
    Hassan, Zainuriah
    JOURNAL OF EXPERIMENTAL NANOSCIENCE, 2014, 9 (01) : 87 - 95
  • [27] An efficient global motion characterization method for image processing applications
    Kim, MK
    Kim, E
    Shim, DY
    Jang, SI
    Kim, G
    Kim, W
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 1997, 43 (04) : 1010 - 1018
  • [28] Efficient global motion characterization method for image processing applications
    Seoul Natl Univ, Seoul, Korea, Republic of
    IEEE Trans Consum Electron, 4 (1010-1018):
  • [29] An Open and Extensible Data Acquisition and Processing Platform for Rehabilitation Applications
    Sahinovic, Sehrizada
    Dzebo, Amina
    Ustundag, Baris Can
    Golubovic, Edin
    Uzunovic, Tarik
    ADVANCED TECHNOLOGIES, SYSTEMS, AND APPLICATIONS III, VOL 1, 2019, 59 : 394 - 406
  • [30] Egg Size Classification on Android Mobile Devices Using Image Processing and Machine Learning
    Waranusast, Rattapoom
    Intayod, Pongsakorn
    Makhod, Donlaya
    2016 FIFTH ICT INTERNATIONAL STUDENT PROJECT CONFERENCE (ICT-ISPC), 2016, : 170 - 173