SPATIAL VARIABILITY AS A LIMITING FACTOR IN TEXTURE-DISCRIMINATION TASKS - IMPLICATIONS FOR PERFORMANCE ASYMMETRIES

被引:119
作者
RUBENSTEIN, BS
SAGI, D
机构
[1] Department of Applied Mathematics and Computer Science, The Weizmann Institute of Science, Rehovot
来源
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION | 1990年 / 7卷 / 09期
关键词
D O I
10.1364/JOSAA.7.001632
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Texture-discimination tasks reveal a pronounced performance asymmetry depending on which texture represents the foreground region (small area) and which represents the ground (large area). This asymmetry implies that some global processes are involved in the segmentation process. We examined this problem within the context of the texture-segmentation algorithm, assuming two filtering stages. The first stage uses spatial frequency and orientation-selective (Gabor) filters, whereas the second stage is formed by low-resolution edge-detection filters. The presence and location of texture borders are indicated by significant responses in the second stage. Spurious texture borders may occur owing to textural local variabilities (such as orientation randomization), which are enhanced by the first stage. We suggest that these spurious borders act as background noise and thus limit performance in texture-discrimination tasks. The noise level depends on which texture occupies the ground in the display. We tested this model on numerous pairs of textures and found remarkably good correlation with human performance. A prediction of the model, namely, that discrimination asymmetry will be reduced when textural elements have identical orientation, was tested psychophysically and confirmed. © 1990 Optical Society of America.
引用
收藏
页码:1632 / 1643
页数:12
相关论文
共 41 条
[1]   SPATIAL-FREQUENCY CHANNELS AND PERCEPTUAL GROUPING IN TEXTURE SEGREGATION [J].
BECK, J ;
SUTTER, A ;
IVRY, R .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1987, 37 (02) :299-325
[2]  
BECK J, 1982, ORG REPRESENTATION P
[3]   EARLY VISION AND TEXTURE-PERCEPTION [J].
BERGEN, JR ;
ADELSON, EH .
NATURE, 1988, 333 (6171) :363-364
[4]  
CAELLI T, 1985, Spatial Vision, V1, P19, DOI 10.1163/156856885X00044
[5]   APPLICATION OF FOURIER ANALYSIS TO VISIBILITY OF GRATINGS [J].
CAMPBELL, FW ;
ROBSON, JG .
JOURNAL OF PHYSIOLOGY-LONDON, 1968, 197 (03) :551-&
[6]   TEXTURE INTERACTIONS DETERMINE PERCEIVED CONTRAST [J].
CHUBB, C ;
SPERLING, G ;
SOLOMON, JA .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1989, 86 (23) :9631-9635
[7]   PURE ORIENTATION FILTERING - A SCALE-INVARIANT IMAGE-PROCESSING TOOL FOR PERCEPTION RESEARCH AND DATA-COMPRESSION [J].
DAUGMAN, JG ;
KAMMEN, DM .
BEHAVIOR RESEARCH METHODS INSTRUMENTS & COMPUTERS, 1986, 18 (06) :559-564
[8]  
DAUGMAN JG, 1980, VISION RES, V25, P671
[9]   SEEING TEXTONS IN CONTEXT [J].
ENNS, J .
PERCEPTION & PSYCHOPHYSICS, 1986, 39 (02) :143-147
[10]  
FOGEL I, 1989, BIOL CYBERN, V61, P103, DOI 10.1007/BF00204594