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Original Articles

Influence of the amount of context learned for improving object classification when simultaneously learning object and contextual cues

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Pages 580-602 | Received 20 Jun 2011, Accepted 09 Feb 2012, Published online: 02 Apr 2012

REFERENCES

  • Auckland , M. E. , Cave , K. R. and Donnelly , N. 2007 . Nontarget objects can influence perceptual processes during object recognition . Psychonomic Bulletin and Review , 14 : 332 – 337 .
  • Bar , M. 2004 . Visual objects in context . Nature Reviews Neuroscience , 5 : 617 – 629 .
  • Bicknell , K. , & Levy , R. 2012 . The utility of modeling word identification from input within models of eye movements in reading . Visual Cognition .
  • Biederman , I. 1981 . “ On the semantics of a glance at a scene ” . In Perceptual organization , Edited by: Kubovy , M. and Pomerantz , J. R. 213 – 263 . Hillsdale , NJ : Lawrence Erlbaum Associates, Inc .
  • Blaschko , M. , & Lampert , C. H. 2009 . Object localization with global and local context kernel . In Proceedings of British Machine Vision conference 1 – 11 . London , UK : BMVA Press .
  • Castelhano , M. S. and Heaven , C. 2010 . The relative contribution of scene context and target features to visual search in scenes . Attention Perception and Psychophysics , 75 : 1283 – 1297 .
  • Castelhnao , M. S. and Heaven , C. 2011 . Scene context influences without scene gist: Eye movements guided by spatial association in visual search . Psychonomic Bulletin and Review , 18 : 890 – 896 .
  • Chang , C. C. , & Lin , C. J. 2001 . Libsvm: A library for support vector machines (Software) . Retrieved from http://www.csie.ntu.edu.tw/cjlin/libsvm
  • Chikkerur , S. , Serre , T. , Tan , C. and Poggio , T. 2010 . What and where: A Bayesian inference theory of attention . Vision Research , 28 : 2233 – 2247 .
  • Dalal , N. , & Triggs , B. 2005 . Histograms of oriented gradients for human detection . In Proceedings of Computer Vision and Pattern Recognition 886 – 893 . San Diego , CA : IEEE Computer Society .
  • Davenport , J. L. and Potter , M. C. 2004 . Scene consistency in object and background perception . Psychological Science , 15 : 559 – 564 .
  • Divvala , S. K. , Hoiem , D. , Hays , J. H. , Efros , A. A. , & Herbert , M. 2009 . An empirical study of context in object detection . Proceedings of Computer Vision Pattern Recognition , 1271 – 1278 .
  • Ehinger , K. A. , Hidalgo-Sotelo , B. , Torralba , A. and Oliva , A. 2009 . Modelling search for people in 900 scenes: A combined source model of eye guidance . Visual Cognition , 17 : 945 – 978 .
  • Elazary , L. and Itti , L. 2010 . A Bayesian model for efficient visual search and recognition . Vision Research , 50 : 1338 – 1352 .
  • Frintrop , S. , Nutcher , A. , Surmann , H. , & Hetzberg , J. 2004 . Saliency-based object recognition in 3D data . In Proceedings of international conference on Intelligent Robots and Systems 3 , 2167 – 2172 . Sendai , Japan : EEE/RSJ .
  • Heitz , G. , & Koller , D. 2008 Learning spatial context: Using stuff to find things . In Proceedings of the 10th European conference on Computer Vision: Part I 30 – 43 . Marseille , France : Springer
  • Itti , L. , Koch , C. and Niebur , E. 1998 . A model of saliency-based visual attention for rapid scene analysis . IEEE Transaction on PAMI , 20 ( 11 ) : 1254 – 1259 .
  • Joubert , O. R. , Fize , D. , Rousselet , G. A. and Fabre-Thorpe , M. 2008 . Early interference of context congruence on object processing in rapid visual categorization of natural scenes . Journal of Vision , 8 : 1 – 18 .
  • Joubert , O. R. , Rousselet , G. A. , Fize , D. and Fabre-Thorpe , M. 2007 . Processing scene context: Fast categorization and object interference . Vision Research , 47 : 3286 – 3297 .
  • Kanan , C. , & Cottrell , G. 2010 . Robust classification of objects, faces, and flowers using natural image . In Proceedings of Computer Vision Pattern Recognition 2472 – 2479 . San Francisco , CA : IEEE .
  • Lowe , D. G. 2004 . Distinctive image features from scale-invariant keypoints . International Journal of Computer Vision , 60 : 91 – 110 .
  • Mack , M. L. and Palermi , T. J. 2010 . Modeling categorization of scenes containing consistent versus inconsistent objects . Journal of Vision , 10 : 1 – 11 .
  • Oliva , A. and Torralba , A. 2001 . Modeling the shape of the scene: A holistic representation of the spatial envelope . International Journal of Computer Vision , 42 : 145 – 175 .
  • Perko , R. and Leonardis , A. 2010 . A framework for visual-context-aware object detection in still images . Computer Vision and Image Understanding , 114 : 700 – 711 .
  • Rabinovich , A. , Vedaldi , A. , Galleguillos , C. , Wiewiora , E. , & Belongie , S. 2007 . Objects in context . In Proceedings of the International Conference on Computer Vision 1 – 8 . Rio de Janeiro , Brazil : IEEE .
  • Riesenhuber , M. and Poggio , T. 1999 . Hierarchical models of objects recognition in cortex . Nature Neuroscience , 2 : 1019 – 1025 .
  • Schad , D. , & Engbert , R. 2012 . The zoom lens of attention: Simulating shuffled versus normal text reading using the SWIFT model . Visual Cognition .
  • Serre , T. , Wolf , L. , Bileschi , S. , Riesenhuber , M. and Poggio , T. 2007 . Robust object recognition with cortex-like mechanisms . IEEE Transaction on PAMI , 29 : 411 – 426 .
  • Siagian , C. and Itti , L. 2007 . Rapid biologically-inspired scene classification using features shared with visual attention . IEEE Transaction on PAMI , 29 : 300 – 312 .
  • Sun , H.-M. , Simon-Dack , S. L. , Gordon , R. D. and Teder , W. A. 2011 . Contextual influences on rapid object categorization in natural scenes . Brain Research , 1398 : 40 – 54 .
  • Torralba , A. 2003 . Contextual priming for object detection . International Journal of Computer Vision , 53 : 169 – 191 .
  • Torralba , A. , Murphy , L. P. , & Freeman , W. T. 2004 . Using the forest to see the trees: A graphical model relating features, objects, and scenes . In Proceedings of Advances in Neural Information Processing Systems , 16 . Vancouver , Canada : MIT Press .
  • Torralba , A. , Murphy , L. P. and Freeman , W. T. 2010 . Using the forest to see the trees: Exploiting context for visual object detection and localization . Communication of the ACM , 53 : 107 – 114 .
  • Torralba , A. , Oliva , A. , Castelhano , M. S. and Henderson , J. M. 2006 . Contextual guidance of eye movements and attention in real-world scenes: The role of global features in objects search . Psychological Review , 113 : 766 – 786 .
  • Torralba , A. , & Sinha , P. 2001 . Statistical context priming for object detection . In Proceedings of International Conference on Computer Vision 1 , 763 – 770 . Vancouver , Canada : IEEE .
  • Uijlings , J. R. R. , Smeulders , A. W. M. , & Scha , R. J. H. 2009 . What is the spatial extent of an object? In Proceedings of Computer Vision Pattern Recognition 1 – 8 . Miami , FL : IEEE .
  • Walther , D. , Itti , L. , Riesenhuber , M. , Poggio , T. and Koch , C. 2002 . Attentional selection for object recognition—a gentle way . Lecture Notes in Computer Science , 2525 : 472 – 479 .
  • Wolf , L. and Bileschi , S. 2006 . A critical view of context . International Journal of Computer Vision , 69 ( 2 ) : 251 – 261 .
  • Wolfe , J. M. , Horowitz , T. S. , Kenner , N. , Hyle , M. and Vasan , N. 2004 . How fast can you change your mind? The speed of top-down guidance in visual search . Vision Research , 44 : 1411 – 1426 .

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