Endomicroscopic video retrieval using mosaicing and visual words

Barbara André 1, 2, * Tom Vercauteren 1, 2 Anna M. Buchner 3 Michael B. Wallace 4 Nicholas Ayache 1, *
* Auteur correspondant
1 ASCLEPIOS - Analysis and Simulation of Biomedical Images
CRISAM - Inria Sophia Antipolis - Méditerranée
2 Mauna Kea Technologies
3 HUP - Hospital of the University of Pennsylvania
4 Mayo Clinic
Abstract : In vivo pathology from endomicroscopy videos can be a challenge for many physicians. To ease this task, we propose a content-based video retrieval method providing, given a query video, relevant similar videos from an expert-annotated database. Our main contribution consists in revisiting the Bag of Visual Words method by weighting the contributions of the dense local regions according to the registration results of mosaicing. We perform a leave-one-patient-out k-nearest neighbors classification and show a significantly better accuracy (e.g. around 94 % for 9 neighbors) when compared to using the video images independently. Less neighbors are needed to classify the queries and our signature summation technique reduces retrieval runtime.
Keywords : Endomicroscopy Bag of Visual Words (BVW) Leave-One-Patient-Out (LOPO) Mosaicing
Type de document :
Communication dans un congrès
Proceedings of the Seventh IEEE International Symposium on Biomedical Imaging 2010 (ISBI'10), 2010, no address, United States. IEEE, pp.1419--1422, 2010, <10.1109/ISBI.2010.5490265>
https://hal.inria.fr/inria-00616164
Contributeur : Project-Team Asclepios <>
Soumis le : vendredi 5 juillet 2013 - 19:35:56
Dernière modification le : mercredi 7 octobre 2015 - 01:14:11

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Barbara André, Tom Vercauteren, Anna M. Buchner, Michael B. Wallace, Nicholas Ayache. Endomicroscopic video retrieval using mosaicing and visual words. Proceedings of the Seventh IEEE International Symposium on Biomedical Imaging 2010 (ISBI'10), 2010, no address, United States. IEEE, pp.1419--1422, 2010, <10.1109/ISBI.2010.5490265>. <inria-00616164>

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