Object similarity affects the perceptual strategy underlying invariant visual object recognition in rats

作者: Federica B. Rosselli , Alireza Alemi , Alessio Ansuini , Davide Zoccolan

DOI: 10.3389/FNCIR.2015.00010

关键词: Artificial intelligenceCognitive neuroscience of visual object recognitionComputer visionForm perceptionPattern recognitionPsychologyNeuroscienceParsingBrightnessPerceptionStimulus (physiology)Object structureInvariant (physics)

摘要: In recent years, a number of studies have explored the possible use rats as models high-level visual functions. One central question at root such an investigation is to understand whether rat object vision relies on processing shape features or, rather, lower-order image properties (e.g., overall brightness). study, we shown that are capable extracting multiple diagnostic its identity, least when those are, structure-wise, distinct enough be parsed by system. present assessed impact structure perceptual strategy. We trained discriminate between two structurally similar objects, and compared their recognition strategies with reported in our previous study. found that, under conditions lower stimulus discriminability, discrimination strategy becomes more view-dependent subject-dependent. Rats were still able recognize target way was largely tolerant (i.e., invariant) transformation; however, larger structural pixel-wise similarity affected objects processed. Compared findings patterns were: (i) smaller scattered; (ii) only partially preserved across views; (iii) reproducible rats. On other hand, adopt multi-featural make part optimal discriminatory information afforded objects. Our suggest humans, invariant can flexibly rely either view-invariant representations distinctive or view-specific representations, acquired through learning.

参考文章(59)
Pamela Reinagel, Speed and Accuracy of Visual Motion Discrimination by Rats PLoS ONE. ,vol. 8, pp. e68505- ,(2013) , 10.1371/JOURNAL.PONE.0068505
Damian J. Wallace, David S. Greenberg, Juergen Sawinski, Stefanie Rulla, Giuseppe Notaro, Jason N. D. Kerr, Rats maintain an overhead binocular field at the expense of constant fusion Nature. ,vol. 498, pp. 65- 69 ,(2013) , 10.1038/NATURE12153
Wakayo Yamashita, Gang Wang, Keiji Tanaka, View-invariant object recognition ability develops after discrimination, not mere exposure, at several viewing angles. European Journal of Neuroscience. ,vol. 31, pp. 327- 335 ,(2010) , 10.1111/J.1460-9568.2009.07057.X
Fiona N Newell, Stimulus Context and View Dependence in Object Recognition Perception. ,vol. 27, pp. 47- 68 ,(1998) , 10.1068/P270047
Troy Margrie, Michael Brecht, Bert Sakmann, In vivo, low-resistance, whole-cell recordings from neurons in the anaesthetized and awake mammalian brain. Pflügers Archiv: European Journal of Physiology. ,vol. 444, pp. 491- 498 ,(2002) , 10.1007/S00424-002-0831-Z
K. Vinken, B. Vermaercke, H. P. Op de Beeck, Visual Categorization of Natural Movies by Rats The Journal of Neuroscience. ,vol. 34, pp. 10645- 10658 ,(2014) , 10.1523/JNEUROSCI.3663-13.2014
Philip M. Meier, Pamela Reinagel, Rats and humans differ in processing collinear visual features. Frontiers in Neural Circuits. ,vol. 7, pp. 197- 197 ,(2013) , 10.3389/FNCIR.2013.00197
David S Greenberg, Arthur R Houweling, Jason N D Kerr, Population imaging of ongoing neuronal activity in the visual cortex of awake rats Nature Neuroscience. ,vol. 11, pp. 749- 751 ,(2008) , 10.1038/NN.2140
Kevin D Wilson, Martha J Farah, When does the visual system use viewpoint-invariant representations during recognition? Cognitive Brain Research. ,vol. 16, pp. 399- 415 ,(2003) , 10.1016/S0926-6410(03)00054-5
Michael J Tarr, Heinrich H Bülthoff, Image-based object recognition in man, monkey and machine Cognition. ,vol. 67, pp. 1- 20 ,(1998) , 10.1016/S0010-0277(98)00026-2