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Author Lluis Gomez; Y. Patel; Marçal Rusiñol; C.V. Jawahar; Dimosthenis Karatzas edit   pdf
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  Title Self‐supervised learning of visual features through embedding images into text topic spaces Type Conference Article
  Year 2017 Publication 30th IEEE Conference on Computer Vision and Pattern Recognition Abbreviated Journal  
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  Abstract End-to-end training from scratch of current deep architectures for new computer vision problems would require Imagenet-scale datasets, and this is not always possible. In this paper we present a method that is able to take advantage of freely available multi-modal content to train computer vision algorithms without human supervision. We put forward the idea of performing self-supervised learning of visual features by mining a large scale corpus of multi-modal (text and image) documents. We show that discriminative visual features can be learnt efficiently by training a CNN to predict the semantic context in which a particular image is more probable to appear as an illustration. For this we leverage the hidden semantic structures discovered in the text corpus with a well-known topic modeling technique. Our experiments demonstrate state of the art performance in image classification, object detection, and multi-modal retrieval compared to recent self-supervised or natural-supervised approaches.  
  Address (down) Honolulu; Hawaii; July 2017  
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  Area Expedition Conference CVPR  
  Notes DAG; 600.084; 600.121 Approved no  
  Call Number Admin @ si @ GPR2017 Serial 2889  
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Author Alicia Fornes; Josep Llados; Gemma Sanchez edit  openurl
  Title Primitive Segmentation in Old Handwritten Music Scores Type Miscellaneous
  Year 2005 Publication 6th IAPR International Workshop on Graphics Recognition (GREC 2005) Abbreviated Journal  
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  Address (down) Hong Kong, Hong Kong SAR (China)  
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  Notes DAG Approved no  
  Call Number DAG @ dag @ FLS2005a Serial 584  
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Author Anton Cervantes; Gemma Sanchez; Josep Llados; Agnes Borras; A. Rodriguez edit  openurl
  Title Biometric Recognition Based on Line Shape Descriptors Type Conference Article
  Year 2005 Publication Sixth IAPR International Workshop on Graphics Recognition (GREC 2005) Abbreviated Journal  
  Volume Issue Pages 335–344  
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  Address (down) Hong Kong (China)  
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  Notes DAG Approved no  
  Call Number DAG @ dag @ CSL2005 Serial 596  
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Author Joan Mas; Gemma Sanchez; Josep Llados edit  openurl
  Title An Incremental Parser to Recognize Diagram Symbols and Gestures represented by Adjacency Grammars Type Miscellaneous
  Year 2005 Publication Sixth IAPR International Workshop on Graphics Recognition (GREC 2005), 229–237 Abbreviated Journal  
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  Address (down) Hong Kong (China)  
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  Notes DAG Approved no  
  Call Number DAG @ dag @ MSL2005b Serial 611  
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Author N. Zakaria; Jean-Marc Ogier; Josep Llados edit  openurl
  Title On-line Graphics Recognition based on Invariant Spatio-Sequential Descriptor: Fuzzy Matrix Type Miscellaneous
  Year 2005 Publication Sixth IAPR International Workshop on Graphics Recognition (GREC 2005), 248–259 Abbreviated Journal  
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  Address (down) Hong Kong (China)  
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  Notes DAG Approved no  
  Call Number DAG @ dag @ YFY2005b Serial 622  
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Author W. Liu; Josep Llados edit  openurl
  Title Graphics Recognition. Ten Years Review and Future Perspectives Type Book Whole
  Year 2006 Publication 6th International Workshop Abbreviated Journal  
  Volume 3926 Issue Pages  
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  Address (down) Hong Kong (China)  
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  Language Summary Language Original Title  
  Series Editor Series Title Abbreviated Series Title LNCS  
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  Area Expedition Conference GREC  
  Notes DAG Approved no  
  Call Number DAG @ dag @ LiL2006 Serial 800  
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Author Marçal Rusiñol; Josep Llados edit  openurl
  Title Symbol Spotting in Technical Drawings Using Vectorial Signatures Type Miscellaneous
  Year 2005 Publication 6th IAPR International Workshop on Graphics Recognition (GREC 2005), 35–45 Abbreviated Journal  
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  Address (down) Hong Kong  
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  Notes DAG Approved no  
  Call Number DAG @ dag @ RuL2005 Serial 579  
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Author Joan Mas; B. Lamiroy; Gemma Sanchez; Josep Llados edit  openurl
  Title Automatic Adjacency Grammar Generation from User Drawn Sketches Type Miscellaneous
  Year 2006 Publication 18th International Conference on Pattern Recognition (ICPR´06), 2: 1026–1029 Abbreviated Journal  
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  Address (down) Hong Kong  
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  Notes DAG Approved no  
  Call Number DAG @ dag @ MLS2006a Serial 709  
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Author Oriol Ramos Terrades; Salvatore Tabbone; Ernest Valveny edit  openurl
  Title Combination of shape descriptors using an adaptation of boosting Type Miscellaneous
  Year 2006 Publication 18th International Conference on Pattern Recognition (ICPR´06), 2: 764–767 Abbreviated Journal  
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  Address (down) Hong Kong  
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  Notes DAG Approved no  
  Call Number DAG @ dag @ RTV2006 Serial 718  
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Author Salvatore Tabbone; Josep Llados edit  openurl
  Title A Propos de la Reconnaissance de Documents Graphiques: Synthese et Perspectives Type Conference Article
  Year 2007 Publication Traitement et Analyse de l’Information: Methodes et Applications Abbreviated Journal  
  Volume Issue Pages 247–258  
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  Address (down) Hammamet (Tunis)  
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  ISSN ISBN Medium  
  Area Expedition Conference TAIMA’07  
  Notes DAG Approved no  
  Call Number DAG @ dag @ TaL2007 Serial 890  
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