Publications

International journals

  1. X. Song, S. Jiang, L. Herranz, “Multi-scale multi-feature context modeling for scene recognition in the semantic manifold”, IEEE Transactions on Image Processing, vol. 26 no. 6, pp. 2721-2735, June 2017  [link].
  2. W. Min, S. Jiang, J. Sang, H. Wang, L. Herranz, “Being a Super Cook: Joint Food Attributes and Multi-Modal Content Modeling for Recipe Retrieval and Exploration”, IEEE Transactions on Multimedia, vol. 19 no. 5, 1100-1113, May 2017 [link] [dataset].
  3. L. Herranz, S. Jiang, R. Xu, “Modeling Restaurant Context for Food Recognition”, IEEE Transactions on Multimedia , vol. 19, no. 2, pp. 430-440, Feb. 2017  [link].
  4. X. Song, S. Jiang, L. Herranz, Y. Kong, K. Zheng, “Category co-occurrence modeling for large scale scene recognition”, Pattern Recognition, vol. 59, pp. 98-111, Nov. 2016 [link] [poster].
  5. L. Herranz, S. Jiang, “Scalable storyboards in handheld devices: applications and evaluation metrics”, Multimedia Tools and Applications, vol. 75, no. 20, pp. 12597-12625, October 2016 [link].
  6. W. Min, S. Jiang, S. Wang, R. Xu, L. Herranz, Y. Cao, Z. He, “A Survey on Context-aware Mobile Visual Recognition”, Multimedia Systems vol. 75, no. 7, pp. 3933–3936, April 2016 [link].
  7. L. Herranz, J. Cheng, Y. Gao, S. Jiang, “Guest Editorial: Image Analysis and Processing Leveraging Additional Information”, Multimedia Tools and Applications, vol. 75 no. 7, 3933-3936, March 2016 [link].
  8. R. Xu, L. Herranz, S. Jiang, S. Wang, X. Song, R. Jain, “Geolocalized Modeling for Dish Recognition”, IEEE Transactions on Multimedia, vol. 17, no. 8, pp. 1187-1199, August 2015 [link] [poster] [dataset].
  9. X. Lv, S. Jiang, L. Herranz, S. Wang, “RGB-D Hand-held Object Recognition based on Heterogeneous Feature Fusion”, Journal of Computer Science and Technology, vol. 30, no. 2, pp. 340-352, March 2015 [link].
  10. L. Herranz, J.M. Martínez, “Combining MPEG tools to generate video summaries adapted to the terminal and network”, Computer Journal, vol. 56, no. 5, pp. 529-553, May 2013   [link].
  11. L. Herranz, J. Calic, J. M. Martínez, M. Mrak, “Scalable Comic-Like Video Summaries and Layout Disturbance”, IEEE Transactions on Multimedia, vol. 14, no. 4, pp. 1290-1297, August 2012 [link].
  12. L. Herranz, J. M. Martínez, “A framework for scalable summarization of video”, IEEE Transactions on Circuits and Systems for Video Technology, vol. 20, no. 9, pp. 1265-1270, September 2010 [link].
  13. L. Herranz, J. M. Martínez, “On the use of hierarchical prediction structures for efficient summary generation of H.264/AVC bitstreams”, Signal Processing: Image Communication, vol. 24, no. 8, pp. 615-629, September 2009  [link].
  14. L. Herranz and J. M. Martínez, “An integrated approach to summarization and adaptation using H.264/MPEG-4 SVC”, Signal Processing: Image Communication, vol. 24, no. 6, pp. 499-509, July 2009  [link].
  15. L. Herranz, “Integrating semantic analysis and scalable video coding for efficient content-based adaptation”, Multimedia Systems, vol. 13, no. 2, pp. 103-118, August 2007 [link].
  16. J. Bescós, J.M. Martínez, L. Herranz, F. Tiburzi, “Content-driven adaptation of on-line video”, Signal Processing: Image Communication, vol. 22, no. 7, pp. 103-118, August-September 2007 [link].
  17. M. Padilla, J.M. Martínez, L. Herranz, “Video summaries generation and access via personalized delivery of multimedia presentations adapted to service and terminal”, International Journal of Intelligent Systems, vol. 21, no. 7, pp. 785-800, July 2006 [link].

International conferences and workshops

  1. M. Masana, J. van de Weijer, Luis Herranz, A. D. Bagdanov, J. M. Álvarez, “Domain-adaptive deep network compression”, Proc. International Conference on Computer Vision (ICCV17), Venice, Italy, October 2017 (acceptance rate <29%) [arxiv] [code].
  2. O. Caglayan, W. Aransa, A. Bardet, M. García-Martínez, F. Bougares, L. Barrault, M. Masana, L. Herranz, J. van de Weijer, “LIUM-CVC Submissions for WMT17 Multimodal Translation Task”, arXiv preprint, July 2017 [link].
  3. X. Song, S. Jiang, L. Herranz, “Combining Models from Multiple Sources for RGB-D Scene Recognition”, Proc. International Joint Conference on Artificial Intelligence (IJCAI17), Melbourne, Australia, August 2017 (acceptance rate <26%) .
  4. X. Song, L. Herranz, S. Jiang, “Depth CNNs for RGB-D scene recognition: learning from scratch better than transferring from RGB-CNNs”, Proc. AAAI Conference on Artificial Intelligence (AAAI17), San Francisco, California, USA, February 2017 (acceptance rate <25%)  [poster] [models].
  5. X. Li, L. Herranz, Y. Zhao, S. Jiang, “Image captioning with both object and scene information”, Proc. ACM Multimedia 2016 Grand Challenge. 1st place in the YFGC image caption prediction challenge, Amsterdam, October 2016. [link]
  6. X. Li, L. Herranz, S. Jiang, “Heterogeneous convolutional neural networks for visual recognition”, Proc. Pacific-Rim Conference on Multimedia (PCM2016), Xi’an, China, September 2016 [link].
  7. L. Herranz, S. Jiang, X. Li, “Scene recognition with CNNs: objects, scales and dataset bias”, Proc. International Conference on Computer Vision and Pattern Recognition (CVPR16), Las Vegas, Nevada, USA, June 2016 (acceptance rate 29.9%)[link] [poster].
  8. X. Lv, S. Jiang, L. Herranz, S. Wang: Hand-Object Sense: A Hand-held Object Recognition System Based on RGB-D Information. Proc. ACM Multimedia 2015: 765-766 [link].
  9. L. Herranz, R. Xu, S. Jiang, “A probabilistic framework for food recognition in restaurants”, Proc. International Conference on Multimedia and Expo 2015 (ICME15), pp. 1-6, Torino, Italy, June 2015 (oral acceptance rate 15%) [link] [slides] [poster].
  10. X. Song, S. Jiang, L. Herranz, “Joint Multi-feature Spatial Context for Scene Recognition on the Semantic Manifold”, Proc. International Conference on Computer Vision and Pattern Recognition (CVPR15), pp. 1312-1320, Boston, Massachusetts, USA, June 2015 (acceptance rate 28.4%) [link] [poster].
  11. X. Song, S. Jiang, R. Xu, L. Herranz, “Semantic feature for food image recognition with geo-constraint”, Proc. International Conference on Data Mining (ICDM2014), Workshop on Social Multimedia Data Mining (SMMDM), pp. 1020 – 1025, Shenzhen, China, December 2014 [link].
  12. L. Herranz, S. Jiang, “Accuracy and specificity trade-off in k-nearest neighbors classification”, Proc. Asian Conference on Computer Vision (ACCV2014), LNCS, vol 9004, pp. 133-146, Singapore, Singapore, November 2014 [link].
  13. X. Li, S. Jiang, X. Song, L. Herranz, Z. Shi, “Multipath Convolutional-Recursive Neural Networks for Object Recognition”, Proc. International Conference on Intelligent Information Processing (IIP2014), pp. 269-277 , Hangzhou, China, October 2014 [link].
  14. C. Guo, L. Herranz, L. Wu, S. Jiang, “Region annotations in hashing based image retrieval”, Proc. International Conference on Internet Multimedia Computing and Service (ICIMCS), pp. 355-358, Xiamen, China, July 2014 [link].
  15. S. Zheng, L. Herranz, S. Jiang, “Flexible navigation in smartphones and tablets using scalable storyboards”, Proc. ACM International Conference on Multimedia Retrieval (ICMR2013), pp. 319-320, Dallas, Texas, USA, April 2013 [link].
  16. F. Wang, S. Jiang, L. Herranz, Q. Huang, “Improving Image Distance Metric Learning by Embedding Semantic Relations”, Proc. Pacific-Rim Conference on Multimedia (PCM2012), LNCS, vol 7674, pp. 424-434, Springer Verlag, Singapore, December 2012 [link].
  17. L. Herranz, H. Liu, S. Jiang, “Effective Comic-like Representations with Embedded Regions of Interest”, Proc. Pacific-Rim Conference on Multimedia (PCM2012), LNCS, vol 7674, pp. 464-475, Springer Verlag, Singapore, December 2012 [link].
  18. L. Herranz, “Multiscale browsing through video collections in smartphones using scalable storyboards”, Proc. International Conference on Multimedia and Expo 2012 (ICME12), Workshop on Social Multimedia Computing (SMC2012), pp. 278-283, Melbourne, Australia, July 2012 [link].
  19. L. Herranz, J. M. Martínez, “On the advantages of the use of bitstream extraction for video summary generation”,  Proc. International Conference on Multimedia Modeling (MMM10), LNCS, vol 5916, pp. 755-760, Chongqing, China, January 2010 [link].
  20. L. Herranz, J.M. Martínez, “An efficient summarization algorithm based on clustering and bitstream extraction”, Proc. International Conference on Multimedia and Expo 2009 (ICME09), pp. 654-657, New York, USA, Julio 2009  [link] [poster].
  21. L. Herranz, J.M. Martínez, “Generation of scalable summaries based on iterative GOP ranking”, Proc. International Conference on Image Processing (ICIP08), pp. 2544-2547, San Diego, California, October 2008 [link] [poster].
  22. L. Herranz, J.M. Martínez, “Integrated summarization and adaptation using H.264/MPEG-4 SVC”, Proc. International Conference on Visual Information Engineering (VIE08), pp. 729-734, Xi’an, China, July 2008 [link].
  23. L. Herranz, J.M. Martínez, “Use cases of scalable video based summarization within MPEG-21 DIA”, Proc. International Conference on Semantic and Digital Media Technology (SAMT07), LNCS, vol 4816, pp. 256-259, Springer Verlag, Genoa, Italy, December 2007 [link].
  24. J. Bescós, J.M. Martínez, L. Herranz, F. Tiburzi, “Content-driven adaptation of on-line video”, Proc. Intermational Workshop on Content Based Multimedia Indexing (CBMI07), pp. 8 pages, Bordeux, France, June 2007 [link].
  25. L. Herranz, J.M. Martínez, “Adapting surveillance video to small displays via object-based cropping”, Proc. International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS07), pp. 72-72, Santorini, Greece, June 2007 [link].
  26. L. Herranz, F. Tiburzi, J. Bescós, “Extraction of motion activity from scalable-coded video sequences”, Proc. International Conference on Semantic and Digital Media Technology (SAMT06), LNCS, vol 4306, pp. 148-158, Springer Verlag, Athens, Greece, December 2006 [link].
  27. L. Herranz, F. Tiburzi, J. Bescós, “An engine for content-aware on-line video adaptation”, Proc. International Conference on Semantic and Digital Media Technology (SAMT06), LNCS, vol 4306, pp. 101-112, Springer Verlag, Athens, Greece, December 2006 [link].
  28. L. Herranz, “A framework for online semantic adaptation of scalable video”, Proc. International Workshop on Semantic Media Adaptation and Personalization (SMAP06), pp. 13-18, Athens, Greece, December 2006 [link].
  29. L. Herranz, J. Bescós, “Reliability based optical flow estimation from MPEG compressed data”, Proc. International Workshop on Very Low Bitrate Video Coding (VLBV05), pp. 4 pages, Sardinia, Italy, September 2005.
  30. L. Herranz, J.M. Martínez, “An XSLT based framework integrating the search, filtering and retrieval of MPEG-7 descriptions”, Proc. Intermational Workshop on Content Based Multimedia Indexing (CBMI05), pp. 6 pages, Riga, Latvia, June 2005.
  31. J.M. Martínez, V. Valdés, J. Bescós, L. Herranz, “Introducing CAIN: a metadata-driven content adaptation manager integrating heterogeneous content adaptation tools”, Proc. International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS05), pp. 5 pages, Montreux, Switzerland, April 2005.
  32. J.M. Martínez, J. Bescós, V. Valdés, L. Herranz, “Integrating metadata-driven content adaptation approaches”, Proc. European Workshop on the Integration of Knowledge, Semantics and Digital Media Technology (EWIMT04), pp. 18-28, London, United Kingdom, November 2004.
  33. M. Padilla, J.M. Martínez, L.Herranz, “Universal and personalized access to video summaries via multimedia presentations in the DYMAS system”, Proc. International Workshop on Adaptive Multimedia Retrieval (AMR04), pp. 18-28, Valencia, Spain, August 2004.
  34. García, J.M., Martínez, L. Herranz, “Universal and personalized access to content via J2ME terminals in the DYMAS system”, Proc. Image and Video Retrieval (CIVR 2004), LNCS, vol 3115, pp. 225-233, Springer Verlag, Dublin, Ireland, June 2004 [link].
  35. L. Herranz, J.M. Martínez, “Towards universal and personalized access to audiovisual content in the DYMAS system”, Proc. International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS04), pp. 5 pages, Lisbon, Portugal, April 2004.

Book chapters

  1. L. Herranz, J. M. Martínez, “Using MPEG tools in video summarization”, The Handbook of MPEG Applications, ed. Wiley, pp. 125-149, November 2010 [link].

Theses

  1. L. Herranz, “A scalable approach to video summarization and adaptation”, Ph.D thesis, October 2010, Universidad Autónoma de Madrid [link] [slides].