Illusory Shapes via First-Order Phase Transition and Approximation

被引:0
作者
Jung, Yoon Mo [1 ]
Shen, Jianhong Jackie [2 ]
机构
[1] Yonsei Univ, Dept Computat Sci & Engn, Seoul 120749, South Korea
[2] Univ Illinois, Dept Ind & Syst Engn, Urbana, IL 61801 USA
基金
美国国家科学基金会; 新加坡国家研究基金会;
关键词
Illusory shapes; Phase transition; Null hypothesis; Convergence; VARIATIONAL METHOD; CONTOURS; ACTIVATION;
D O I
10.1007/s10851-015-0580-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a new variational illusory shape (VIS) model via phase fields and phase transitions. It is inspired by the first-order variational illusory contour model proposed by Jung and Shen (J Visual Commun Image Represent 19:42-55, 2008). Under the new VIS model, illusory shapes are represented by phase values close to 1 while the rest by values close to 0. The 0-1 transition is achieved by an elliptic energy with a double-well potential, as in the theory of -convergence. The VIS model is non-convex, with the zero field as its trivial global optimum. To seek visually meaningful local optima that can induce illusory shapes, an iterative algorithm is designed and its convergence behavior is closely studied. Several generic numerical examples confirm the versatility of the model and the algorithm.
引用
收藏
页码:303 / 313
页数:11
相关论文
共 41 条
  • [11] Braides A., 2002, Gamma-Convergence for Beginners, V22
  • [12] Chan TF, 2003, SIAM J APPL MATH, V63, P564
  • [13] Chandler D., 1987, Mechanics, V1st
  • [14] Folland GB, 1999, Real analysis: modern techniques and their applications, V40
  • [15] Freedman D., 2007, Statistics
  • [16] Neural network model for completing occluded contours
    Fukushima, Kunihiko
    [J]. NEURAL NETWORKS, 2010, 23 (04) : 528 - 540
  • [17] MACAQUE-V1 NEURONS CAN SIGNAL ILLUSORY CONTOURS
    GROSOF, DH
    SHAPLEY, RM
    HAWKEN, MJ
    [J]. NATURE, 1993, 365 (6446) : 550 - 552
  • [18] Hales T.C., 2007, Stud. Logic Grammar Rhetoric, V10, P45
  • [19] Han F, 2009, IEEE T PATTERN ANAL, V31, P59, DOI [10.1109/TPAMI.2008.65, 10.1109/TPAMI.2008.55]
  • [20] First-order modeling and stability analysis of illusory contours
    Jung, Yoon Mo
    Shen, Jianhong
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2008, 19 (01) : 42 - 55