A SOLUTION OF THE FIGURE-GROUND PROBLEM FOR BIOLOGICAL VISION

被引:25
作者
GROSSBERG, S [1 ]
机构
[1] BOSTON UNIV, DEPT COGNIT & NEURAL SYST, BOSTON, MA 02215 USA
关键词
VISION; NEURAL NETWORKS; VISUAL CORTEX; FIGURE-GROUND SEPARATION; SEGMENTATION; STEREOPSIS; SURFACE PERCEPTION; FILLING-IN; SPATIAL FREQUENCY ANALYSIS; COLOR PERCEPTION;
D O I
10.1016/S0893-6080(05)80052-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A neural network model of 3-D visual perception and figure-ground separation by visual cortex is introduced. The theory provides a unified explanation of how a 2-D image may generate a 3-D percept; how figures pop-out from cluttered backgrounds; how spatially sparse disparity cues can generate continuous surface representations at different perceived depths; how representations of occluded regions can be completed and recognized without usually being seen; how occluded regions can sometimes be seen during percepts of transparency; how high spatial frequency parts of an image may appear closer than low spatial frequency parts; how sharp targets are detected better against a figure and blurred targets are detector better against a background; how low spatial frequency parts of an image may be fused while high spatial frequency parts are rivalrous; how sparse blue cones can generate vivid blue surface percepts; how 3-D neon color spreading, visual phantoms, and tissue contrast percepts are generated; how conjunctions of color-and-depth may rapidly pop-out during visual search. These explanations are derived from an ecological analysis of how monocularly viewed parts of an image fill-in the appropriate depth from contiguous binocularly viewed parts, as during Da Vinci stereopsis. The model predicts the functional role and ordering of multiple interactions within and between the two parvocellular processing streams that join lateral geniculate nuclei (LGN) to prestriate area V4. Interactions from cells representing larger scales and disparities to cells representing smaller scales and disparities are of particular importance. An application to painterly color technique is noted.
引用
收藏
页码:463 / 483
页数:21
相关论文
共 102 条
[1]  
[Anonymous], 1950, PERCEPTION VISUAL WO
[2]  
ARRINGTON K, 1992, THESIS BOSTON U BOST
[3]   THE PERCEPTION OF TRANSPARENCY WITH ACHROMATIC COLORS [J].
BECK, J ;
PRAZDNY, K ;
IVRY, R .
PERCEPTION & PSYCHOPHYSICS, 1984, 35 (05) :407-422
[4]   LIGHTNESS DIFFERENCES AND THE PERCEIVED SEGREGATION OF REGIONS AND POPULATIONS [J].
BECK, J ;
GRAHAM, N ;
SUTTER, A .
PERCEPTION & PSYCHOPHYSICS, 1991, 49 (03) :257-269
[5]  
BECK J, 1990, SPATIAL VISION, V4, P75
[6]   RECOGNITION-BY-COMPONENTS - A THEORY OF HUMAN IMAGE UNDERSTANDING [J].
BIEDERMAN, I .
PSYCHOLOGICAL REVIEW, 1987, 94 (02) :115-147
[7]  
Bregman A. S., 1981, PERCEPTUAL ORG, P99
[8]   A SPATIAL-FREQUENCY EFFECT ON PERCEIVED DEPTH [J].
BROWN, JM ;
WEISSTEIN, N .
PERCEPTION & PSYCHOPHYSICS, 1988, 44 (02) :157-166
[9]   A PHANTOM CONTEXT EFFECT - VISUAL PHANTOMS ENHANCE TARGET VISIBILITY [J].
BROWN, JM ;
WEISSTEIN, N .
PERCEPTION & PSYCHOPHYSICS, 1988, 43 (01) :53-56
[10]   INTEGRATION OF STEREO AND TEXTURE CUES IN THE FORMATION OF DISCONTINUITIES DURING 3-DIMENSIONAL SURFACE INTERPOLATION [J].
BUCKLEY, D ;
FRISBY, JP ;
MAYHEW, JEW .
PERCEPTION, 1989, 18 (05) :563-588