Decoding seen and attended motion directions from activity in the human visual cortex

被引:270
作者
Kamitani, Yukiyasu
Tong, Frank
机构
[1] ATR Computat Neurosci Labs, Kyoto 6190288, Japan
[2] Nara Inst Sci & Technol, Ikoma, Nara 6300101, Japan
[3] Princeton Univ, Psychol Dept, Princeton, NJ 08544 USA
关键词
D O I
10.1016/j.cub.2006.04.003
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Functional neuroimaging has successfully identified brain areas that show greater responses to visual motion [1-3] and adapted responses to repeated motion directions [4-6]. However, such methods have been thought to lack the sensitivity and spatial resolution to isolate direction-selective responses to individual motion stimuli. Here, we used functional magnetic resonance imaging (fMRI) and pattern classification methods [7-10] to show that ensemble activity patterns in human visual cortex contain robust direction-selective information, from which it is possible to decode seen and attended motion directions. Ensemble activity in areas V1-V4 and MT+N5 allowed us to decode which of eight possible motion directions the subject was viewing on individual stimulus blocks. Moreover, ensemble activity evoked by single motion directions could effectively predict which of two overlapping motion directions was the focus of the subject's attention and presumably dominant in perception. Our results indicate that feature-based attention can bias direction-selective population activity in multiple visual areas, including MT+N5 and early visual areas (V1-V4), consistent with gain-modulation models of feature-based attention and theories of early attentional selection. Our approach for measuring ensemble direction selectivity may provide new opportunities to investigate relationships between attentional selection, conscious perception, and direction-selective responses in the human brain.
引用
收藏
页码:1096 / 1102
页数:7
相关论文
共 38 条
[1]   DIRECTION AND ORIENTATION SELECTIVITY OF NEURONS IN VISUAL AREA MT OF THE MACAQUE [J].
ALBRIGHT, TD .
JOURNAL OF NEUROPHYSIOLOGY, 1984, 52 (06) :1106-1130
[2]   Form and motion coherence activate independent, but not dorsal/ventral segregated, networks in the human brain [J].
Braddick, OJ ;
O'Brien, JMD ;
Wattam-Bell, J ;
Atkinson, J ;
Turner, R .
CURRENT BIOLOGY, 2000, 10 (12) :731-734
[3]  
Carlson TA, 2003, J COGNITIVE NEUROSCI, V15, P704, DOI 10.1162/089892903322307429
[4]   Functional magnetic resonance imaging (fMRI) "brain reading": detecting and classifying distributed patterns of fMRI activity in human visual cortex [J].
Cox, DD ;
Savoy, RL .
NEUROIMAGE, 2003, 19 (02) :261-270
[5]   Visual attention mediated by biased competition in extrastriate visual cortex [J].
Desimone, R .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 1998, 353 (1373) :1245-1255
[6]   Retinotopic organization in human visual cortex and the spatial precision of functional MRI [J].
Engel, SA ;
Glover, GH ;
Wandell, BA .
CEREBRAL CORTEX, 1997, 7 (02) :181-192
[7]   Distributed and overlapping representations of faces and objects in ventral temporal cortex [J].
Haxby, JV ;
Gobbini, MI ;
Furey, ML ;
Ishai, A ;
Schouten, JL ;
Pietrini, P .
SCIENCE, 2001, 293 (5539) :2425-2430
[8]   Predicting the orientation of invisible stimuli from activity in human primary visual cortex [J].
Haynes, JD ;
Rees, G .
NATURE NEUROSCIENCE, 2005, 8 (05) :686-691
[9]   Motion opponency in visual cortex [J].
Heeger, DJ ;
Boynton, GM ;
Demb, JB ;
Seidemann, E ;
Newsome, WT .
JOURNAL OF NEUROSCIENCE, 1999, 19 (16) :7162-7174
[10]  
Huk AC, 2002, J NEUROSCI, V22, P7195