[話題]
[話題] のサポートページ
脳とディープニューラルネットワーク ― 視覚情報の復号化 (林隆介)
本文中の図のカラー版と書籍の中では紹介しきれなかった参考文献を掲載します。
図3のカラー版(クリックすると拡大します)
図6のカラー版(クリックすると拡大します)
参考文献
Hubel DH, Wiesel TN. Receptive fields of single neurones in the cat's striate cortex. J Physiol. 148:574–591, 1959.
Jones JP, Palmer LA. The two-dimensional spatial structure of simple receptive fields in cat striate cortex. J Neurophysiol. 58: 1187–1211, 1987.
DeAngelis GC, Ohzawa I, Freeman RD. Spatiotemporal organization of simple-cell receptive fields in the cat's striate cortex. I. General characteristics and postnatal development. J Neurophysiol. 69: 1091–1117, 1993.
Adelson EH, Bergen JR. Spatiotemporal energy models for the perception of motion. J Opt Soc Am A 2: 284–299, 1985.
Ohzawa I, DeAngelis GC, Freeman RD. Stereoscopic depth discrimination in the visual cortex: neurons ideally suited as disparity detectors. Science 249: 1037–1041, 1990.
Rust NC, Schwartz O, Movshon JA, Simoncelli EP. Spatiotemporal elements of macaque V1 receptive fields. Neuron 46: 945–956, 2005.
Sasaki K, Ohzawa I. Internal Spatial Organization of Receptive Fields of Complex Cells in the Early Visual Cortex. Journal of Neurophysiology 98(3): 1194-1212, 2007.
Ito M, Komatsu H. Representation of Angles Embedded within Contour Stimuli in Area V2 of Macaque Monkeys. J. Neurosci. 24: 3313-3324, 2004.
Zhou H, Friedman HS, von der Heydt R. Coding of border ownership in monkey visual cortex. J Neuroscience 20: 6594-6611, 2000.
Portilla J, Simoncelli EP. A Parametric Texture Model Based on Joint Statistics of Complex Wavelet Coefficients. International Journal of Computer Vision 40(1): 49–71, 2000.
Freeman J, Ziemba CM, Heeger DJ, Simoncelli EP, Movshon JA. A functional and perceptual signature of the second visual area in primates. Nature Neuroscience 16: 974–981, 2013.
Gallant JL, Connor CE, Rakshit S, Lewis JW, Van Essen DC. Neural responses to polar, hyperbolic, and Cartesian gratings in area V4 of the macaque monkey. J Neurophysiol. 76(4):2718-39, 1996.
Pasupathy A, Connor CE. Population coding of shape in area V4. Nat. Neurosci. 5: 1332-1338, 2002.
Desimone R, Albright TD, Gross CG, Bruce C. Stimulus-selective properties of inferior temporal neurons in the macaque. Journal of Neuroscience 4(8): 2051-2062, 1984.
Kiani R, Esteky H, Mirpour K, Tanaka K. Object category structure in response patterns of neuronal population in monkey inferior temporal cortex. Journal of neurophysiology 97 (6): 4296-4309, 2007.
Fujita I, Tanaka K, Ito M, Cheng K. Columns for visual features of objects in monkey inferotemporal cortex. Nature 360: 343–346, 1992.
Tsunoda K, Yamane Y, Nishizaki M, Tanifuji M. Complex objects are represented in macaque inferotemporal cortex by the combination of feature columns. Nat Neurosci. 4(8): 832-838, 2001.
Kanwisher N, McDermott J, Chun MM. The Fusiform Face Area: A Module in Human Extrastriate Cortex Specialized for Face Perception. Journal of Neuroscience. 17(11): 4302-4311, 1997.
Freiwald WA, Tsao DY. Functional compartmentalization and viewpoint generalization within the macaque face-processing system. Science 330(6005): 845-851, 2010
Downing PE, Jiang Y, Shuman M, Kanwisher N. A Cortical Area Selective for Visual Processing of the Human Body. Science 293: 2470-2473, 2001.
Epstein R, Kanwisher N. A cortical representation of the local visual environment. Nature 392: 598-601, 1998.
Gross CG. Genealogy of the "Grandmother Cell". The Neuroscientist 8(5):512-518, 2002
Haxby JV, Gobbini MI, Furey ML, Ishai A, Schouten JL, Pietrini P. Distributed and overlapping representations of faces and objects in ventral temporal cortex. Science 293(5539):2425-30, 2001.
Krizhevsky A, Sutskever I, Hinton GE. ImageNet Classification with Deep Convolutional Neural Networks. In NIPS: 1106-1114, 2012.
Deng J, Dong W, Socher R, Li LJ, Li K, Fei-Fei L. ImageNet: A Large-Scale Hierarchical Image Database. IEEE Computer Vision and Pattern Recognition (CVPR), 2009
Szegedy C, Liu W, Jia Y, Sermanet P, Reed S, Anguelov D, Erhan D, Vanhoucke V, Rabinovich A. Going Deeper with Convolutions, CoRR, 1409.4842, 2014.
西本 伸志. エンコーディングモデルを用いた視覚情報処理研究:情報表現,予測,デコーディング. 日本神経回路学会誌, 19(1): 39-49, 2012.
Miyawaki Y, Uchida H, Yamashita O, Sato M, Morito Y, Tanabe H C, Sadato N, Kamitani Y. Visual image reconstruction from human brain activity using a combination of multi-scale local image decoders. Neuron, 60: 915-929, 2008.
Nishimoto S, Vu AT, Naselaris T, Benjamini Y, Yu B, Gallant JL, Reconstructing visual experiences from brain activity evoked by natural movies. Current Biology, 21(19): 1641-1646, 2011.
Hayashi R, Nishimoto S. Decoding visual information in monkey IT cortex using deep neural network. Proceedings of Life Engineering Symposium 2013 (LE2013): 511-514, 2013.
Yamins DLK, Hong H, Cadieu CF, Solomon EA, Seibert D, DiCarlo JJ. Performance-optimized hierarchical models predict neural responses in higher visual cortex. Proc. Natl. Acad. Sci. U.S.A 111(23): 8619-8624, 2014.