IMAGE SEGMENTATION ALGORITHMS COMPARISON

被引:0
|
作者
Reis, Mariane Souza [1 ]
Falcao de Oliveira, Maria Antonia [1 ]
Koerting, Thales Sehn [1 ]
Pantaleao, Eliana [2 ]
Siqueira Sant'Anna, Sidnei Joao [1 ]
Dutra, Luciano Vieira [1 ]
Lu, Dengsheng [3 ]
机构
[1] Brazilian Natl Inst Space Res INPE, Image Proc Div, Sao Jose Dos Campos, SP, Brazil
[2] Univ Fed Uberlandia, Patos De Minas, MG, Brazil
[3] Michigan State Univ, Ctr Global Change & Earth Observat, E Lansing, MI 48823 USA
来源
2015 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS) | 2015年
关键词
Segmenters comparison; eCognition; InterIMAGE;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This work aims to compare two segmentation tools that are based on the same multiresolution segmentation algorithm. The main significance of this investigation is to assess the feasibility of the use of a free tool (InterIMAGE) instead of a commercial one (eCognition) but still achieving equivalent results. Samples extracted from an optical image (LANDSAT5/TM) were used to fill the segments of a phantom image, creating 100 repetition of 3 simulated image. The obtained simulated images were then segmented using both tools with several parameter configurations and the results were evaluated through a supervised segmentation quality measure. Results obtained by eCognition are better in all tested cases.
引用
收藏
页码:4340 / 4343
页数:4
相关论文
共 50 条
  • [1] A Study and Comparison of Different Image Segmentation Algorithms
    Kumar, Vinod
    Lal, Tauj
    Dhuliya, Piyush
    Pant, Diwaker
    2016 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATION, & AUTOMATION (ICACCA) (FALL), 2016, : 259 - 264
  • [2] An experimental comparison of range image segmentation algorithms
    Hoover, A
    JeanBaptiste, G
    Jiang, XY
    Flynn, PJ
    Bunke, H
    Goldgof, DB
    Bowyer, K
    Eggert, DW
    Fitzgibbon, A
    Fisher, RB
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1996, 18 (07) : 673 - 689
  • [3] IMAGE SEGMENTATION ALGORITHMS
    RYAN, TW
    PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS, 1985, 534 : 172 - 178
  • [4] Comparison of EM-Based Algorithms and Image Segmentation Evaluation
    Niu, Mei
    Zhao, Qinpei
    Li, Hongyu
    INTELLIGENT COMPUTING METHODOLOGIES, 2014, 8589 : 76 - 86
  • [5] Simple Comparison of Image Segmentation Algorithms Based on Evaluation Criterion
    Lukac, Peter
    Hudec, Robert
    Benco, Miroslav
    Kamencay, Patrik
    Dubcova, Zuzana
    Zacharasova, Martina
    PROCEEDINGS OF THE 21ST INTERNATIONAL CONFERENCE - RADIOELEKTRONIKA 2011, 2011, : 233 - 236
  • [6] Framework for Comparison and Evaluation of Image Segmentation Algorithms for Medical Imaging
    Windisch, G.
    Kozlovszky, M.
    VI LATIN AMERICAN CONGRESS ON BIOMEDICAL ENGINEERING (CLAIB 2014), 2014, 49 : 480 - 483
  • [7] SAR IMAGE SEGMENTATION ALGORITHMS: PERFORMANCE COMPARISON AND IMPROVEMENT PROPOSALS
    Fombellida, Juan
    Melgar, Ignacio
    Gomez, Jaime
    Andina, Diego
    2008 WORLD AUTOMATION CONGRESS PROCEEDINGS, VOLS 1-3, 2008, : 700 - 705
  • [8] Comparison of algorithms for ultrasound image segmentation without ground truth
    Sikka, Karan
    Deserno, Thomas M.
    MEDICAL IMAGING 2010: IMAGE PERCEPTION, OBSERVER PERFORMANCE, AND TECHNOLOGY ASSESSMENT, 2010, 7627
  • [9] Comparison of image segmentation algorithms on digitized mammograms and FFDM images for CAD
    Yuan, Y.
    Giger, M.
    Li, H.
    Suzuki, K.
    Jamieson, A.
    Sennett, C.
    MEDICAL PHYSICS, 2006, 33 (06) : 2195 - 2196
  • [10] A comparison of nature inspired algorithms for multi-threshold image segmentation
    Osuna-Enciso, Valentin
    Cuevas, Erik
    Sossa, Humberto
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (04) : 1213 - 1219