Bio-inspired clustering of moving objects

被引:3
|
作者
Avila-Mora, Ivonne Maricela [1 ]
Castellanos-Sanchez, Claudio [1 ]
机构
[1] CINVESTAV, Informat Technol Lab, Tamaulipas, Mexico
关键词
D O I
10.1109/GCIS.2009.445
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nowadays several researches have implemented various techniques to solve the problem of clustering data. In this paper we present a visual bio-inspired approach to clustering based on the Conepvim [1] Model for visual perception of moving objects in the primary visual cortex (VI) of the human brain. This model uses the Gabor-like filters to detect motion, estimates the global speed, direction and trajectory. We have extended this model with a bio-inspired algorithm: the Self-Organization Maps (SOM) to define how many objects in motion there are in the sequence. Our approach is totally bio-inspired and it has been evaluated on natural sequences of images
引用
收藏
页码:58 / 62
页数:5
相关论文
共 50 条
  • [1] Bio-inspired Boosting for Moving Objects Segmentation
    Martins, Isabel
    Carvalho, Pedro
    Corte-Real, Luis
    Luis Alba-Castro, Jose
    [J]. IMAGE ANALYSIS AND RECOGNITION (ICIAR 2016), 2016, 9730 : 397 - 406
  • [2] A Bio-inspired Connectionist Architecture for Visual Classification of Moving Objects
    Sanchez Orellana, Pedro L.
    Castellanos Sanchez, Claudio
    [J]. ARTIFICIAL NEURAL NETWORKS - ICANN 2008, PT I, 2008, 5163 : 982 - 990
  • [3] Recognizing Ultra-High-Speed Moving Objects with Bio-Inspired Spike Camera
    Zhao, Junwei
    Zhang, Shiliang
    Yu, Zhaofei
    Huang, Tiejun
    [J]. THIRTY-EIGHTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 38 NO 7, 2024, : 7478 - 7486
  • [4] BICSF: Bio-inspired Clustering Scheme for FANETs
    Khan, Ali
    Aftab, Farooq
    Zhang, Zhongshan
    [J]. IEEE ACCESS, 2019, 7 : 31446 - 31456
  • [5] Sensing Capacitance of Underwater Objects in Bio-inspired Electrosense
    Bai, Yang
    Snyder, James
    Silverman, Yonatan
    Peshkin, Michael
    MacIver, Malcolm A.
    [J]. 2012 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2012, : 1467 - 1472
  • [6] Throwing objects - A bio-inspired approach for the transportation of parts
    Frank, Heinz
    Wellerdick-Wojtasik, Norbert
    Hagebeuker, Bianca
    Novak, Gregor
    Mahlknecht, Stefan
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-3, 2006, : 91 - +
  • [7] An Interactive Bio-Inspired Approach to Clustering and Visualizing Datasets
    Erra, Ugo
    Frola, Bernardino
    Scarano, Vittorio
    [J]. 15TH INTERNATIONAL CONFERENCE ON INFORMATION VISUALISATION (IV 2011), 2011, : 440 - 447
  • [8] Web Services Clustering using a Bio-inspired Algorithm
    Mora, Roman
    Santillan-Perez, Saul
    Bravo, Maricela
    [J]. 2015 26TH INTERNATIONAL WORKSHOP ON DATABASE AND EXPERT SYSTEMS APPLICATIONS (DEXA), 2015, : 191 - 194
  • [9] A bio-inspired hierarchical clustering algorithm with backtracking strategy
    Elkamel, Akil
    Gzara, Mariem
    Ben-Abdallah, Hanene
    [J]. APPLIED INTELLIGENCE, 2015, 42 (02) : 174 - 194
  • [10] A bio-inspired hierarchical clustering algorithm with backtracking strategy
    Akil Elkamel
    Mariem Gzara
    Hanêne Ben-Abdallah
    [J]. Applied Intelligence, 2015, 42 : 174 - 194