selected publications

• academic article

  • Real-time analysis of cataract surgery videos using statistical models.  Multimedia Tools and Applications.  76:22473-22491. 2017
  • Multiple-Instance Learning for Medical Image and Video Analysis.  IEEE Reviews in Biomedical Engineering.  10:213-234. 2017
  • Suitability of a Low-Cost, Handheld, Nonmydriatic Retinograph for Diabetic Retinopathy Diagnosis.  Translational Vision Science & Technology.  5:16-16. 2016
  • Multiple-Instance Learning for Anomaly Detection in Digital Mammography.  IEEE Transactions on Medical Imaging.  35:1604-1614. 2016
  • Automatic Diagnosing of Suspicious Lesions in Digital Mammograms.  International Journal of Advanced Computer Science and Applications.  7. 2016
  • Automatic detection of referral patients due to retinal pathologies through data mining.  Medical Image Analysis.  29:47-64. 2015
  • Computer-Aided Retinal Surgery using Data from the Video Compressed Stream.  .  2014. 2015
  • Real-Time Task Recognition in Cataract Surgery Videos Using Adaptive Spatiotemporal Polynomials.  IEEE Transactions on Medical Imaging.  34:877-887. 2014
  • Real-Time Segmentation and Recognition of Surgical Tasks in Cataract Surgery Videos.  IEEE Transactions on Medical Imaging.  33:2352-2360. 2014
  • Exudate detection in color retinal images for mass screening of diabetic retinopathy.  Medical Image Analysis.  18:1026-1043. 2014
  • Real-time recognition of surgical tasks in eye surgery videos.  Medical Image Analysis.  18:579-590. 2014
  • TeleOphta: Machine learning and image processing methods for teleophthalmology.  IRBM.  34:196-203. 2013
  • A multiple-instance learning framework for diabetic retinopathy screening.  Medical Image Analysis.  16:1228-1240. 2012
  • Computer-aided Retinal Surgery Using Video Data Compression 2012
  • Fast Wavelet-Based Image Characterization for Highly Adaptive Image Retrieval.  IEEE Transactions on Image Processing.  21:1613-1623. 2011
  • Medical Case Retrieval From a Committee of Decision Trees.  IEEE Transactions on Information Technology in Biomedicine.  14:1227-1235. 2010
  • Optimal Wavelet Transform for the Detection of Microaneurysms in Retina Photographs.  IEEE Transactions on Medical Imaging.  27:1230-1241. 2008
  • Recherche de cas médicaux multimodaux à l’aide d’arbres de décision.  IRBM.  29:35-43. 2008

• blog posting

  • Monitoring tool usage in surgery videos using boosted convolutional and recurrent neural networks.  arXiv (Cornell University). 2017
  • Real-time analysis of cataract surgery videos using statistical models 2016

• chapter

  • Multimedia Information Retrieval from Ophthalmic Digital Archives.  Springer eBooks. 95-114. 2015
  • Content-Based Medical Video Retrieval Based on Region Motion Trajectories.  IFMBE proceedings. 622-625. 2011
  • Content based Medical Image Retrieval: use of Generalized Gaussian Density to model BEMD’s IMF.  IFMBE proceedings. 1249-1252. 2009

• conference paper

  • Surgical tool detection in cataract surgery videos through multi-image fusion inside a convolutional neural network.  . 2002-2005. 2017
  • Mapping the retinas of a patient using a mixed set of fundus photographs from both eyes.  . 3239-3242. 2016
  • Multiple-instance learning for breast cancer detection in mammograms.  . 2015
  • Automated surgical step recognition in normalized cataract surgery videos.  . 4647-4650. 2014
  • Multimodal medical case retrieval using the Dezert-Smarandache theory.  . 394-397. 2008
  • Multimodal medical case retrieval using Bayesian networks and the Dezert-Smarandache theory.  . 245-248. 2008