The world from a cat's perspective -: statistics of natural videos

被引:94
作者
Betsch, BY [1 ]
Einhäuser, W [1 ]
Körding, KP [1 ]
König, P [1 ]
机构
[1] Univ Zurich, ETH, Inst Neuroinformat, CH-8057 Zurich, Switzerland
关键词
D O I
10.1007/s00422-003-0434-6
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The mammalian visual system is one of the most intensively investigated sensory systems. However, our knowledge of the typical input it is operating on is surprisingly limited. To address this issue, we seek to learn about the natural visual environment and the world as seen by a cat. With a CCD camera attached to their head, cats explore several outdoor environments and videos of natural stimuli are recorded from the animals' perspective. The statistical analysis of these videos reveals several remarkable properties. First, we find an anisotropy of oriented contours with an enhanced occurrence of horizontal orientations, earlier described in the "oblique effect" as a predominance of the two cardinal orientations. Second, contrast is not elevated in the center of the images, suggesting different mechanisms of fixation point selection as compared to humans. Third, analyzing a sequence of images we find that the precise position of contours varies faster than their orientation. Finally, collinear contours prevail over parallel shifted contours, matching recent physiological and anatomical results. These findings demonstrate the rich structure of natural visual stimuli and its direct relation to extensively studied anatomical and physiological issues.
引用
收藏
页码:41 / 50
页数:10
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共 68 条
[11]  
Dan Y, 1996, J NEUROSCI, V16, P3351
[12]   THE ORIENTATION AND DIRECTION SELECTIVITY OF CELLS IN MACAQUE VISUAL-CORTEX [J].
DEVALOIS, RL ;
YUND, EW ;
HEPLER, N .
VISION RESEARCH, 1982, 22 (05) :531-544
[13]   STATISTICS OF NATURAL TIME-VARYING IMAGES [J].
DONG, DW ;
ATICK, JJ .
NETWORK-COMPUTATION IN NEURAL SYSTEMS, 1995, 6 (03) :345-358
[14]   Stability of cortical responses and the statistics of natural scenes [J].
Dragoi, V ;
Turcu, CM ;
Sur, M .
NEURON, 2001, 32 (06) :1181-1192
[15]   EFFICIENT CODING OF NATURAL TIME-VARYING IMAGES IN THE EARLY VISUAL-SYSTEM [J].
ECKERT, MP ;
BUCHSBAUM, G .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY OF LONDON SERIES B-BIOLOGICAL SCIENCES, 1993, 339 (1290) :385-395
[16]   Learning the invariance properties of complex cells from their responses to natural stimuli [J].
Einhäuser, W ;
Kayser, C ;
König, P ;
Körding, KP .
EUROPEAN JOURNAL OF NEUROSCIENCE, 2002, 15 (03) :475-486
[17]   STIMULUS-DEPENDENT NEURONAL OSCILLATIONS IN CAT VISUAL-CORTEX - INTERCOLUMNAR INTERACTION AS DETERMINED BY CROSS-CORRELATION ANALYSIS [J].
ENGEL, AK ;
KONIG, P ;
GRAY, CM ;
SINGER, W .
EUROPEAN JOURNAL OF NEUROSCIENCE, 1990, 2 (07) :588-606
[18]   CONTOUR INTEGRATION BY THE HUMAN VISUAL-SYSTEM - EVIDENCE FOR A LOCAL ASSOCIATION FIELD [J].
FIELD, DJ ;
HAYES, A ;
HESS, RF .
VISION RESEARCH, 1993, 33 (02) :173-193
[19]   RELATIONS BETWEEN THE STATISTICS OF NATURAL IMAGES AND THE RESPONSE PROPERTIES OF CORTICAL-CELLS [J].
FIELD, DJ .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1987, 4 (12) :2379-2394
[20]   EARLY DEVELOPMENT OF VISUAL CORTICAL-CELLS IN NORMAL AND DARK-REARED KITTENS - RELATIONSHIP BETWEEN ORIENTATION SELECTIVITY AND OCULAR DOMINANCE [J].
FREGNAC, Y ;
IMBERT, M .
JOURNAL OF PHYSIOLOGY-LONDON, 1978, 278 (MAY) :27-44