Analogous intermediate shape coding in vision and touch
Open accessAbstract
We recognize, understand, and interact with objects through both vision and touch. Conceivably, these two sensory systems encode object shape in similar ways, which could facilitate cross-modal communication. To test this idea, we studied single neurons in macaque monkey intermediate visual (area V4) and somatosensory (area SII) cortex, using matched shape stimuli. We found similar patterns of shape sensitivity characterized by tuning for curvature direction. These parallel tuning patterns imply analogous shape coding mechanisms in intermediate visual and somatosensory cortex.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Visual and cutaneous representations of shape are analogous in the periphery and in cortex, both involving decomposition of shape into oriented contours and extraction of increasingly complex features such as curvature.
“Not only are the visual and cutaneous representations of shape analogous in the periphery, they are also analogous in cortex, both involving the decomposition of shape into a set of oriented contours (Bensmaia et al., 2008), then extracting increasingly complex stimulus features, such as curvature (Yau et al., 2013;2009).”
From Biomimetic approaches to bionic touch through a peripheral nerve interface (2015) · cites this paper as Yau et al., 2009
Cites
Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex
Hubel, D. H., & Wiesel, T. N. (1962) · The Journal of Physiology · doi:10.1113/jphysiol.1962.sp006837 · Cited by 13,680 · see citing works
Distributed hierarchical processing in the primate cerebral cortex
Felleman, D. J., & Van Essen, D. C. (1991) · Cerebral Cortex · doi:10.1093/cercor/1.1.1 · Cited by 7,783 · see citing works
Receptive fields and functional architecture of monkey striate cortex
Hubel, D. H., & Wiesel, T. N. (1968) · The Journal of Physiology · doi:10.1113/jphysiol.1968.sp008455 · Cited by 6,520 · see citing works
Recognition-by-components: A theory of human image understanding.
Biederman, I. (1987) · Psychological Review · doi:10.1037/0033-295x.94.2.115 · Cited by 5,621 · see citing works
Randomization, Bootstrap and Monte Carlo Methods in Biology
Manly, B. F. J. (2018) · Chapman & Hall/CRC eBooks · doi:10.1201/9781315273075 · Cited by 4,233 · see citing works
Feature analysis in early vision: Evidence from search asymmetries.
Treisman, A., & Gormican, S. (1988) · Psychological Review · doi:10.1037/0033-295x.95.1.15 · Cited by 2,260 · see citing works
Representation and recognition of the spatial organization of three-dimensional shapes
Marr, D., & Nishihara, H. K. (1978) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1978.0020 · Cited by 2,159 · see citing works
Randomization, Bootstrap and Monte Carlo Methods in Biology.
Kemp, A. W., & Manly, B. F. J. (1997) · Biometrics · doi:10.2307/2533527 · Cited by 1,941 · see citing works
Grasping objects: the cortical mechanisms of visuomotor transformation
Jeannerod, M., Arbib, M. A., Rizzolatti, G., & Sakata, H. (1995) · Trends in Neurosciences · doi:10.1016/0166-2236(95)93921-j · Cited by 1,399 · see citing works
Johansson, R. S., & Vallbo, A. B. (1979) · The Journal of Physiology · doi:10.1113/jphysiol.1979.sp012619 · Cited by 1,291 · see citing works
Human parietal cortex in action
Culham, J. C., & Valyear, K. F. (2006) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2006.03.005 · Cited by 654 · see citing works
Visuo-haptic object-related activation in the ventral visual pathway
Amedi, A., Malach, R., Hendler, T., Peled, S., & Zohary, E. (2001) · Nature Neuroscience · doi:10.1038/85201 · Cited by 630 · see citing works
Population coding of shape in area V4
Pasupathy, A., & Connor, C. E. (2002) · Nature Neuroscience · doi:10.1038/972 · Cited by 552 · see citing works
Self-citationResponses to Contour Features in Macaque Area V4
Pasupathy, A., & Connor, C. E. (1999) · Journal of Neurophysiology · doi:10.1152/jn.1999.82.5.2490 · Cited by 548 · see citing works
Involvement of visual cortex in tactile discrimination of orientation
Zangaladze, A., Epstein, C. M., Grafton, S. T., & Sathian, K. (1999) · Nature · doi:10.1038/44139 · Cited by 508 · see citing works
Beyond sensory images: Object-based representation in the human ventral pathway
Pietrini, P., Furey, M. L., Ricciardi, E., Gobbini, M. I., Wu, C. W. ‐., Cohen, L. G., Guazzelli, M., & Haxby, J. V. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0400707101 · Cited by 484 · see citing works
Shape Representation in Area V4: Position-Specific Tuning for Boundary Conformation
Pasupathy, A., & Connor, C. E. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.86.5.2505 · Cited by 483 · see citing works
State dependent activity in monkey visual cortex
Haenny, P. E., & Schiller, P. H. (1988) · Experimental Brain Research · doi:10.1007/bf00247569 · Cited by 443 · see citing works
Neural responses to polar, hyperbolic, and Cartesian gratings in area V4 of the macaque monkey
Gallant, J. L., Connor, C. E., Rakshit, S., Lewis, J. W., & Essen, D. C. V. (1996) · Journal of Neurophysiology · doi:10.1152/jn.1996.76.4.2718 · Cited by 443 · see citing works
Neuronal correlates of decision-making in secondary somatosensory cortex
Romo, R., Hernández, A., Zainos, A., Lemus, L., & Brody, C. D. (2002) · Nature Neuroscience · doi:10.1038/nn950 · Cited by 387 · see citing works
Underlying principles of visual shape selectivity in posterior inferotemporal cortex
Brincat, S. L., & Connor, C. E. (2004) · Nature Neuroscience · doi:10.1038/nn1278 · Cited by 385 · see citing works
State dependent activity in monkey visual cortex
Haenny, P. E., Maunsell, J. H. R., & Schiller, P. H. (1988) · Experimental Brain Research · doi:10.1007/bf00247570 · Cited by 364 · see citing works
Functional imaging of human crossmodal identification and object recognition
Amedi, A., von Kriegstein, K., van Atteveldt, N., Beauchamp, M. S., & Naumer, M. J. (2005) · Experimental Brain Research · doi:10.1007/s00221-005-2396-5 · Cited by 351 · see citing works
A neural code for three-dimensional object shape in macaque inferotemporal cortex
Yamane, Y., Carlson, E. T., Bowman, K. C., Wang, Z., & Connor, C. E. (2008) · Nature Neuroscience · doi:10.1038/nn.2202 · Cited by 291 · see citing works
Representation of Angles Embedded within Contour Stimuli in Area V2 of Macaque Monkeys
Ito, M., & Komatsu, H. (2004) · Journal of Neuroscience · doi:10.1523/jneurosci.4364-03.2004 · Cited by 273 · see citing works
Concentric orientation summation in human form vision
Wilson, H. R., Wilkinson, F. E., & Asaad, W. F. (1997) · Vision Research · doi:10.1016/s0042-6989(97)00104-1 · Cited by 250 · see citing works
Neurons in monkey visual area V2 encode combinations of orientations
Anzai, A., Peng, X., & Van Essen, D. C. (2007) · Nature Neuroscience · doi:10.1038/nn1975 · Cited by 244 · see citing works
Extraretinal representations in area V4 in the macaque monkey
Maunsell, J. H. R., Sclar, G., Nealey, T. A., & DePriest, D. D. (1991) · Visual Neuroscience · doi:10.1017/s095252380001035x · Cited by 237 · see citing works
Photoreceptor topography of the retina in the adult pigtail macaque (Macaca nemestrina)
PACKER, O. S., Hendrickson, A. E., & Curcio, C. A. (1989) · The Journal of Comparative Neurology · doi:10.1002/cne.902880113 · Cited by 231 · see citing works
A Model of V4 Shape Selectivity and Invariance
Cadieu, C. F., Kouh, M., Pasupathy, A., Connor, C. E., Riesenhuber, M., & Poggio, T. (2007) · Journal of Neurophysiology · doi:10.1152/jn.01265.2006 · Cited by 226 · see citing works
Relative contributions of SII and area 5 to tactile discrimination in monkeys
Murray, E. A., & Mishkin, M. M. (1984) · Behavioural Brain Research · doi:10.1016/0166-4328(84)90009-3 · Cited by 224 · see citing works
Dynamic Shape Synthesis in Posterior Inferotemporal Cortex
Brincat, S. L., & Connor, C. E. (2006) · Neuron · doi:10.1016/j.neuron.2005.11.026 · Cited by 180 · see citing works
Transformation of shape information in the ventral pathway
Connor, C. E., Brincat, S. L., & Pasupathy, A. (2007) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2007.03.002 · Cited by 176 · see citing works
Feeling by Sight or Seeing by Touch?
Merabet, L. B., Thut, G., Murray, B. J., Andrews‐Hanna, J. R., Hsiao, S. S., & Pascual‐Leone, Á. (2004) · Neuron · doi:10.1016/s0896-6273(04)00147-3 · Cited by 174 · see citing works
A Comparative Study of Shape Representation in Macaque Visual Areas V2 and V4
Hegdé, J., & Essen, D. C. V. (2006) · Cerebral Cortex · doi:10.1093/cercor/bhl020 · Cited by 168 · see citing works
The representation of stimulus orientation in the early stages of somatosensory processing
Bensmaia, S. J., Denchev, P. V., Dammann, J. F., Craig, J. C., & Hsiao, S. S. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.4162-07.2008 · Cited by 162 · see citing works
Peltier, S., Stilla, R. F., Mariola, E., LaConte, S. M., Hu, X. P., & Sathian, K. (2006) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2006.03.003 · Cited by 132 · see citing works
Fitzgerald, P. J., Lane, J. W., Thakur, P. H., & Hsiao, S. S. (2004) · Journal of Neuroscience · doi:10.1523/jneurosci.3481-04.2004 · Cited by 131 · see citing works
Analysis of tactile and visual confusion matrices
Loomis, J. M. (1982) · Perception & Psychophysics · doi:10.3758/bf03206199 · Cited by 124 · see citing works
Central mechanisms of tactile shape perception
Hsiao, S. S. (2008) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2008.09.001 · Cited by 116 · see citing works
Object Categorization: Computer and Human Vision Perspectives
(2009) · doi:10.1017/cbo9780511635465 · Cited by 110 · see citing works
Curvature is a Basic Feature for Visual Search Tasks
Wolfe, J. M., Yee, A., & Friedman‐Hill, S. R. (1992) · Perception · doi:10.1068/p210465 · Cited by 100 · see citing works
Kitada, R., Kito, T., Saito, D. N., Kochiyama, T., Matsumura, M., Sadato, N., & Lederman, S. J. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.0822-06.2006 · Cited by 98 · see citing works
Representation of orientation in the somatosensory system
Hsiao, S. S., Lane, J. W., & Fitzgerald, P. J. (2002) · Behavioural Brain Research · doi:10.1016/s0166-4328(02)00160-2 · Cited by 81 · see citing works
A comparison of visual and two modes of tactual letter resolution
Phillips, J. R., Johnson, K. O., & Browne, H. M. (1983) · Perception & Psychophysics · doi:10.3758/bf03202952 · Cited by 80 · see citing works
Curvature population coding for complex shapes in human vision
Habak, C., Wilkinson, F. E., Zakher, B., & Wilson, H. R. (2004) · Vision Research · doi:10.1016/j.visres.2004.06.019 · Cited by 80 · see citing works
Book Review: Object Categorization, Computer and Human Vision Perspectives
Yu, J., & Joshi, D. (2007) · Journal of Electronic Imaging · doi:10.1117/1.3487487 · Cited by 55 · see citing works
Pruett, J. R., Sinclair, R. J., & Burton, H. (2000) · Journal of Neurophysiology · doi:10.1152/jn.2000.84.2.780 · Cited by 53 · see citing works
Wheat, H. E., & Goodwin, A. W. (2001) · Journal of Neuroscience · doi:10.1523/jneurosci.21-19-07751.2001 · Cited by 40 · see citing works
Orientation detectors in the primary somatosensory neocortex of the raccoon
Pubols, L. M., & Leroy, R. F. (1977) · Brain Research · doi:10.1016/0006-8993(77)90970-2 · Cited by 35 · see citing works
Visual saliency and texture segregation without feature gradient
Ben‐Shahar, O. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0604410103 · Cited by 23 · see citing works
Haptic Underestimation of Angular Extent
Lakatos, S., & Marks, L. E. (1998) · Perception · doi:10.1068/p270737 · Cited by 19 · see citing works
On the concordance among empirical confusion matrices for visual and tactual letter recognition
Brusco, M. J. (2004) · Perception & Psychophysics · doi:10.3758/bf03194887 · Cited by 11 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Toward a Unified Theory of Visual Area V4
Roe, A. W., Chelazzi, L., Connor, C. E., Conway, B. R., Fujita, I., Gallant, J. L., Lu, H. D., & Vanduffel, W. (2012) · Neuron · doi:10.1016/j.neuron.2012.03.011 · Cited by 374 · see citing works
The neural mechanisms of manual dexterity
Sobinov, A. R., & Bensmaia, S. J. (2021) · Nature Reviews Neuroscience · doi:10.1038/s41583-021-00528-7 · Cited by 248 · see citing works
Neural Basis of Touch and Proprioception in Primate Cortex
Delhaye, B. P., Long, K. H., & Bensmaia, S. J. (2018) · Comprehensive Physiology · doi:10.1002/cphy.c170033 · Cited by 214 · see citing works
Edge-orientation processing in first-order tactile neurons
Pruszynski, J. A., & Johansson, R. S. (2014) · Nature Neuroscience · doi:10.1038/nn.3804 · Cited by 207 · see citing works
Biomimetic approaches to bionic touch through a peripheral nerve interface
Saal, H. P., & Bensmaia, S. J. (2015) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2015.06.010 · Cited by 179 · see citing works
Connecting Touch and Vision via Cross-Modal Prediction
Li, Y., Zhu, J.-Y., Tedrake, R., & Torralba, A. B. (2019) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2019.01086 · Cited by 132 · see citing works
Analysis of haptic information in the cerebral cortex
Sathian, K. (2016) · Journal of Neurophysiology · doi:10.1152/jn.00546.2015 · Cited by 97 · see citing works
Feeling form: the neural basis of haptic shape perception
Yau, J. M., Kim, S. S., Thakur, P. H., & Bensmaı̈a, S. J. (2015) · Journal of Neurophysiology · doi:10.1152/jn.00598.2015 · Cited by 81 · see citing works
Importance of spike timing in touch: an analogy with hearing?
Saal, H. P., Wang, X., & Bensmaı̈a, S. J. (2016) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2016.07.013 · Cited by 80 · see citing works
Neural Basis of Touch and Proprioception in Primate Cortex
Delhaye, B. P., Long, K. H., & Bensmaı̈a, S. J. (2018) · Comprehensive physiology · doi:10.1002/j.2040-4603.2018.tb00045.x · Cited by 69 · see citing works
Fallback foods, preferred foods, adaptive zones, and primate origins
Rosenberger, A. L. (2013) · American Journal of Primatology · doi:10.1002/ajp.22162 · Cited by 66 · see citing works
Curvature Processing Dynamics in Macaque Area V4
Yau, J. M., Pasupathy, A., Brincat, S. L., & Connor, C. E. (2012) · Cerebral Cortex · doi:10.1093/cercor/bhs004 · Cited by 65 · see citing works
Seeing and Feeling Motion: Canonical Computations in Vision and Touch
Pack, C. C., & Bensmaı̈a, S. J. (2015) · PLoS Biology · doi:10.1371/journal.pbio.1002271 · Cited by 58 · see citing works
Sensorimotor strategies and neuronal representations for shape discrimination
Rodgers, C. C., Nogueira, R., Pil, B. C., Greeman, E. A., Park, J. M., Hong, Y. K., Fusi, S., & Bruno, R. M. (2021) · Neuron · doi:10.1016/j.neuron.2021.05.019 · Cited by 57 · see citing works
Cai, S., Zhu, K., Ban, Y., & Narumi, T. (2021) · IEEE Robotics and Automation Letters · doi:10.1109/lra.2021.3095925 · Cited by 54 · see citing works
Representation of tactile curvature in macaque somatosensory area 2
Yau, J. M., Connor, C. E., & Hsiao, S. S. (2013) · Journal of Neurophysiology · doi:10.1152/jn.00804.2012 · Cited by 51 · see citing works
Neuromorphic Event-Based Slip Detection and Suppression in Robotic Grasping and Manipulation
Muthusamy, R., Huang, X., Zweiri, Y., Seneviratne, L. D., & Gan, D. (2020) · IEEE Access · doi:10.1109/access.2020.3017738 · Cited by 50 · see citing works
Schmidt, T. T., & Blankenburg, F. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.05.076 · Cited by 44 · see citing works
Locations in the Neocortex: A Theory of Sensorimotor Object Recognition Using Cortical Grid Cells
Lewis, M., Purdy, S., Ahmad, S., & Hawkins, J. (2019) · Frontiers in Neural Circuits · doi:10.3389/fncir.2019.00022 · Cited by 35 · see citing works
Getting real — sensory processing of natural stimuli
Einhäuser, W., & Peter König, B. (2010) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2010.03.010 · Cited by 34 · see citing works
Sensory feedback for upper limb prostheses
Hsiao, S. S., Fettiplace, M. R., & Darbandi, B. (2011) · Progress in brain research · doi:10.1016/b978-0-444-53355-5.00005-1 · Cited by 34 · see citing works
A functional spiking neuronal network for tactile sensing pathway to process edge orientation
Parvizi-Fard, A., Amiri, M., Kumar, D., Iskarous, M. M., & Thakor, N. V. (2021) · Scientific Reports · doi:10.1038/s41598-020-80132-4 · Cited by 30 · see citing works
Distinct lower visual field preference for object shape
Schmidtmann, G., Logan, A. J., Kennedy, G. J., Gordon, G. E., & Löffler, G. (2015) · Journal of Vision · doi:10.1167/15.5.18 · Cited by 30 · see citing works
Honeine, J.-L., Crisafulli, O., Sozzi, S., & Schieppati, M. (2015) · Journal of Neurophysiology · doi:10.1152/jn.00618.2015 · Cited by 25 · see citing works
Cross-Modal Interactions of the Tactile System
Sathian, K., & Lacey, S. (2022) · Current Directions in Psychological Science · doi:10.1177/09637214221101877 · Cited by 22 · see citing works
The roles of lower- and higher-order surface statistics in tactile texture perception
Kuroki, S., Sawayama, M., & Nishida, S. (2021) · Journal of Neurophysiology · doi:10.1152/jn.00577.2020 · Cited by 22 · see citing works
Multisensory perceptual interactions between higher-order temporal frequency signals.
Crommett, L. E., Madala, D., & Yau, J. M. (2018) · Journal of Experimental Psychology General · doi:10.1037/xge0000513 · Cited by 21 · see citing works
The Neural Basis of Haptic Perception
Goodman, J. M., & Bensmaı̈a, S. J. (2018) · Wiley eBooks · doi:10.1002/9781119170174.epcn205 · Cited by 19 · see citing works
Delhaye, B. P., Xia, X., & Bensmaı̈a, S. J. (2019) · Journal of Neurophysiology · doi:10.1152/jn.00002.2019 · Cited by 18 · see citing works
Exploring the Benefits of Cross-Modal Coding
Yuan, Z., Kang, B., Wei, X., & Zhou, L. (2022) · IEEE Transactions on Circuits and Systems for Video Technology · doi:10.1109/tcsvt.2022.3196586 · Cited by 17 · see citing works
Crossmodal and multisensory interactions between vision and touch
Lacey, S., & Sathian, K. (2015) · Scholarpedia · doi:10.4249/scholarpedia.7957 · Cited by 17 · see citing works
Tactile object categories can be decoded from the parietal and lateral-occipital cortices
Hernández-Pérez, R., Cuaya, L. V., Rojas-Hortelano, E., Reyes-Aguilar, A., Concha, L., & de Lafuente, V. (2017) · Neuroscience · doi:10.1016/j.neuroscience.2017.03.038 · Cited by 14 · see citing works
Peters, R. M., Staibano, P., & Goldreich, D. (2015) · Journal of Neurophysiology · doi:10.1152/jn.00631.2015 · Cited by 14 · see citing works
An Adaptation-Induced Repulsion Illusion in Tactile Spatial Perception
Li, L., Chan, A., Iqbal, S. M., & Goldreich, D. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2017.00331 · Cited by 14 · see citing works
Tactile Feedback from the Hand
Bensmaı̈a, S. J., & Tillery, S. I. H. (2014) · Springer tracts in advanced robotics · doi:10.1007/978-3-319-03017-3_7 · Cited by 14 · see citing works
Crossmodal and Multisensory Interactions Between Vision and Touch
Lacey, S., & Sathian, K. (2015) · Atlantis Press eBooks · doi:10.2991/978-94-6239-133-8_25 · Cited by 13 · see citing works
Biologically-Inspired Computational Neural Mechanism for Human Action/activity Recognition: A Review
Yousefi, B., & Loo, C. K. (2019) · Electronics · doi:10.3390/electronics8101169 · Cited by 12 · see citing works
Hands, Dexterity, and the Brain
Ritter, H. J., & Haschke, R. (2014) · Frontiers in neuroengineering series/Frontiers in neuroengineering · doi:10.1201/b17949-6 · Cited by 12 · see citing works
Rojas-Hortelano, E., Concha, L., & de Lafuente, V. (2014) · Journal of Neurophysiology · doi:10.1152/jn.00177.2014 · Cited by 11 · see citing works
Vision is superior to touch in shape perception even with equivalent peripheral input
Cho, Y., Craig, J. C., Hsiao, S. S., & Bensmaı̈a, S. J. (2015) · Journal of Neurophysiology · doi:10.1152/jn.00654.2015 · Cited by 11 · see citing works
Principles of tactile search over the body
Halfen, E. J., Magnotti, J. F., Rahman, M. S., & Yau, J. M. (2020) · Journal of Neurophysiology · doi:10.1152/jn.00694.2019 · Cited by 10 · see citing works
Zhao, C. W., Daley, M., & Pruszynski, J. A. (2018) · PLoS ONE · doi:10.1371/journal.pone.0199196 · Cited by 10 · see citing works
Neural mechanisms of vibrotactile categorization
Malone, P. S., Eberhardt, S. P., Wimmer, K., Sprouse, C., Klein, R., Glomb, K., Scholl, C. A., Bokeria, L., Cho, P., Deco, G., et al. (2019) · Human Brain Mapping · doi:10.1002/hbm.24581 · Cited by 8 · see citing works
Trzcinski, N. K., Hsiao, S. S., Connor, C. E., & Gomez‐Ramirez, M. (2023) · Cell Reports · doi:10.1016/j.celrep.2023.112176 · Cited by 7 · see citing works
Sharma, D., Ng, K. K. W., Birznieks, I., & Vickery, R. M. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.1006185 · Cited by 7 · see citing works
Touch engages visual spatial contextual processing
Pérez-Bellido, A., Pappal, R. D., & Yau, J. M. (2018) · Scientific Reports · doi:10.1038/s41598-018-34810-z · Cited by 7 · see citing works
Neural Mechanisms of Tactile Perception
Hsiao, S. S., & Gomez‐Ramirez, M. (2012) · Handbook of Psychology, Second Edition · doi:10.1002/9781118133880.hop203008 · Cited by 7 · see citing works
Haptic metameric texturesPreprint
Kuroki, S., Sawayama, M., & Nishida, S. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/653550 · Cited by 7 · see citing works
Touch Cannot Attentionally Select Signals Based on Feature Binding
Kuroki, S., & Nishida, S. (2024) · IEEE Transactions on Haptics · doi:10.1109/toh.2024.3367944 · Cited by 6 · see citing works
Evidence for Independent Processing of Shape by Vision and Touch
Miller, R. L., & Sheinberg, D. L. (2022) · eNeuro · doi:10.1523/eneuro.0502-21.2022 · Cited by 5 · see citing works
Neural representation in M1 and S1 cortex of bilateral hand actions during prehension
Gardner, E. P., Putrino, D. F., & Chen, J. Z.-J. (2022) · Journal of Neurophysiology · doi:10.1152/jn.00374.2021 · Cited by 5 · see citing works
Integrating Somatosensory Information Over Time
Hernández-Pérez, R., Rojas-Hortelano, E., & de Lafuente, V. (2020) · Neuroscience · doi:10.1016/j.neuroscience.2020.02.037 · Cited by 5 · see citing works
Hidaka, S., Tucciarelli, R., Azañón, E., & Longo, M. R. (2022) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/xhp0001056 · Cited by 4 · see citing works
Visual pursuit biases tactile velocity perception
Scotto, C. R., Moscatelli, A., Pfeiffer, T., & Ernst, M. O. (2021) · Journal of Neurophysiology · doi:10.1152/jn.00541.2020 · Cited by 4 · see citing works
Bensmaı̈a, S. J., & Manfredi, L. R. (2012) · Elsevier eBooks · doi:10.1016/b978-0-12-375000-6.00363-3 · Cited by 4 · see citing works
TACTILE EDGES AND MOTION VIA PATTERNED MICROSTIMULATION OF THE HUMAN CORTEXPreprint
Valle, G., Alamari, A. H., Lienkämper, R., Downey, J. E., Sobinov, A. R., Endsley, L. J., Prasad, D., Boninger, M. L., Collinger, J. L., Warnke, P. C., et al. (2024) · medRxiv · doi:10.1101/2024.05.06.24306627 · Cited by 4 · see citing works
Passive human touch cannot recognize the shape of a pattern imprinted on the fingertip
Kuroki, S., Hamazaki, T., Kajimoto, H., & Nishida, S. (2025) · iScience · doi:10.1016/j.isci.2025.112331 · Cited by 3 · see citing works
Vision automatically exerts online and offline influences on bimanual tactile spatial perception
Wani, Y. R., Convento, S., & Yau, J. M. (2020) · Journal of Mathematical Psychology · doi:10.1016/j.jmp.2020.102480 · Cited by 2 · see citing works
Cuppini, C., Magosso, E., Monti, M., Ursino, M., & Yau, J. M. (2022) · Frontiers in Neural Circuits · doi:10.3389/fncir.2022.933455 · Cited by 1 · see citing works
Molyneux's Question: A Window on Crossmodal Interplay in Blindness
Occelli, V. (2014) · Rivista internazionale di filosofia e psicologia · doi:10.4453/rifp.2014.0006 · Cited by 1 · see citing works
Zweifel, N. O., Solla, S. A., & Hartmann, M. J. Z. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.08.03.502632 · Cited by 1 · see citing works
Neurally Inspired Models of Psychological Processes
Mercado, E., & Henderson, C. M. (2012) · Handbook of Psychology, Second Edition · doi:10.1002/9781118133880.hop203023
Somatosensory Cortex: Neural Coding of Shape
Yau, J. M. (2015) · Encyclopedia of Computational Neuroscience · doi:10.1007/978-1-4614-6675-8_384
Bensmaı̈a, S. J., & DiCarlo, J. J. (2015) · Neuron · doi:10.1016/j.neuron.2015.01.015
The vision of Hsiao on somatosensation
Flanders, M., & Soechting, J. F. (2014) · Journal of Neurophysiology · doi:10.1152/jn.00670.2014
Somatosensory Cortex: Organization
Tabot, G. A. (2013) · Encyclopedia of Computational Neuroscience · doi:10.1007/978-1-4614-7320-6_385-1
Online and offline influences of vision on bimanual tactile spatial perceptionPreprint
Wani, Y. R., Convento, S., & Yau, J. M. (2020) · doi:10.31234/osf.io/c28ub
Somatosensory Cortex: Neural Coding of Shape
Yau, J. M. (2022) · Encyclopedia of Computational Neuroscience · doi:10.1007/978-1-0716-1006-0_384
Somatosensory Cortex: Organization
Tabot, G. A. (2022) · Encyclopedia of Computational Neuroscience · doi:10.1007/978-1-0716-1006-0_385
Somatosensory Cortex: Neural Coding of Shape
Yau, J. M. (2013) · Encyclopedia of Computational Neuroscience · doi:10.1007/978-1-4614-7320-6_384-2
Somatosensory Cortex: Neural Coding of Shape
Yau, J. M. (2014) · Encyclopedia of Computational Neuroscience · doi:10.1007/978-1-4614-7320-6_384-3
Somatosensory Cortex: Neural Coding of Shape
Yau, J. M. (2014) · Encyclopedia of Computational Neuroscience · doi:10.1007/978-1-4614-7320-6_384-4
Cooney, S. M., Holmes, C. A., Cappagli, G., Cocchi, E., Gori, M., & Newell, F. N. (2025) · Quarterly Journal of Experimental Psychology · doi:10.1177/17470218251336082
Schmidtmann, G., Baker, N., Lande, K. J., & Schmidt, F. (2026) · Vision Research · doi:10.1016/j.visres.2026.108865
First Foundational Principle: Touch from Sensing to Perception
Li, B., & Cody, T. (2025) · Springer series on touch and haptic systems · doi:10.1007/978-3-032-16986-0_2
Modeling Multi-Finger Proprioceptive Integration in Haptic Perception of Curved SurfacesPreprint
Zhang, H., Sun, X., Wang, G., Luo, T., Han, T., & Tian, F. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6910704
Visualising Human Perception of Tactile Spatial Patterns Using the Method of Reproduction
Kuroki, S., Fukiage, T., & Nishida, S. (2026) · Lecture notes in computer science · doi:10.1007/978-3-032-32350-7_37
- Authors
- Yau, J. M., Pasupathy, A., Fitzgerald, P. J., Hsiao, S. S., & Connor, C. E.
- Affiliations
- Johns Hopkins University (US)
- National Institutes of Health (US)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2009-09-22
- Volume
- 106
- Issue
- 38
- Pages
- 16457-16462
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC2738619
- OpenAlex
- W2035261121
- Cited by
- 77
- References
- 53
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 2 · 2023: 1 · 2022: 10 · 2021: 6 · 2020: 5 · 2019: 6 · 2018: 7 · 2017: 2 · 2016: 2 · 2015: 11 · 2014: 8 · 2013: 4 · 2012: 5
- FWCI
- 2.96
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Multisensory perception and integration
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Keywords
- cross-modal correspondence, object shape representation, area V4, single-unit recording, macaque, visual cortex, somatosensory cortex
- MeSH terms
- Algorithms, Animals, Form Perception, Macaca mulatta, Motion Perception, Neural Pathways, Neurons, Photic Stimulation, Physical Stimulation, Somatosensory Cortex, Touch, Vision, Ocular, Visual Cortex, Visual Pathways, Visual Perception, Principal Component Analysis, Pattern Recognition, Physiological
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
