A neural model of motion processing and visual navigation by cortical area MST

被引:60
作者
Grossberg, S
Mingolla, E
Pack, C
机构
[1] Boston Univ, Dept Cognit & Neural Syst, Boston, MA 02215 USA
[2] Boston Univ, Ctr Adapt Syst, Boston, MA 02215 USA
关键词
D O I
10.1093/cercor/9.8.878
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Cells in the dorsal medial superior temporal cortex (MSTd) process optic flow generated by self-motion during visually guided navigation. A neural model shows how interactions between well-known neural mechanisms (log polar cortical magnification, Gaussian motion-sensitive receptive fields, spatial pooling of motion-sensitive signals and subtractive extraretinal eye movement signals) lead to emergent properties that quantitatively simulate neurophysiological data about MSTd cell properties and psychophysical data about human navigation. Model cells match MSTd neuron responses to optic flow stimuli placed in different parts of the visual field, including position invariance, tuning curves, preferred spiral directions, direction reversals, average response curves and preferred locations for stimulus motion centers. The model shows how the preferred motion direction of the most active MSTd cells can explain human judgments of self-motion direction (heading), without using complex heading templates. The model explains when extraretinal eye movement signals are needed for accurate heading perception, and when retinal input is sufficient, and how heading judgments depend on scene layouts and rotation rates.
引用
收藏
页码:878 / 895
页数:18
相关论文
共 73 条
[1]   CENTRIFUGAL DIRECTIONAL BIAS IN THE MIDDLE TEMPORAL VISUAL AREA (MT) OF THE MACAQUE [J].
ALBRIGHT, TD .
VISUAL NEUROSCIENCE, 1989, 2 (02) :177-188
[2]   DIRECTION AND ORIENTATION SELECTIVITY OF NEURONS IN VISUAL AREA MT OF THE MACAQUE [J].
ALBRIGHT, TD .
JOURNAL OF NEUROPHYSIOLOGY, 1984, 52 (06) :1106-1130
[3]   COLUMNAR ORGANIZATION OF DIRECTIONALLY SELECTIVE CELLS IN VISUAL AREA MT OF THE MACAQUE [J].
ALBRIGHT, TD ;
DESIMONE, R ;
GROSS, CG .
JOURNAL OF NEUROPHYSIOLOGY, 1984, 51 (01) :16-31
[4]  
[Anonymous], SOC NEUR ABSTR
[5]  
BALLARD DH, 1987, VISION BRAIN COOPERA, P563
[6]   A neural model of high-level motion processing: Line motion and formotion dynamics [J].
Baloch, AA ;
Grossberg, S .
VISION RESEARCH, 1997, 37 (21) :3037-3059
[7]   Neural model of first-order and second-order motion perception and magnocellular dynamics [J].
Baloch, AA ;
Grossberg, S ;
Mingolla, E ;
Nogueira, CAM .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1999, 16 (05) :953-978
[8]   Mechanisms of heading perception in primate visual cortex [J].
Bradley, DC ;
Maxwell, M ;
Andersen, RA ;
Banks, MS ;
Shenoy, KV .
SCIENCE, 1996, 273 (5281) :1544-1547
[9]  
Britten KH, 1998, VISUAL NEUROSCI, V15, P553
[10]   A self-organizing neural network architecture for navigation using optic flow [J].
Cameron, S ;
Grossberg, S ;
Guenther, FH .
NEURAL COMPUTATION, 1998, 10 (02) :313-352