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Communication Dans Un Congrès EMBC 2011 : 33rd International Conference of the IEEE Engineering in Medicine and Biology Society Année : 2011

Real-Time Retrieval of Similar Videos with Application to Computer-Aided Retinal Surgery

Résumé

This paper introduces ongoing research on computer-aided ophthalmic surgery. In particular, a novel Content-Based Video Retrieval (CBVR) system is presented. Its purpose is the following: given a video stream captured by a digital camera monitoring the surgery, the system should retrieve, in real-time, similar video subsequences in video archives. In order to retrieve semantically-relevant videos, most existing CBVR systems rely on temporally flexible distance measures such as Dynamic Time Warping. These distance measures are slow and therefore do not allow real-time retrieval. In the proposed system, temporal flexibility is introduced in the way video subsequences are characterized, which allows the use of simple and fast distance measures. As a consequence, realtime retrieval of similar video subsequences, among hundreds of thousands of examples, is now possible. Besides, the proposed system is adaptive: a fast training procedure is presented. The system has been successfully applied to automated recognition of retinal surgery steps on a 69-video dataset: areas under the Receiver Operating Characteristic curves range from Az=0.809 to Az=0.989.
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Dates et versions

hal-00788631 , version 1 (14-02-2013)

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Citer

Gwénolé Quellec, Mathieu Lamard, Guy Cazuguel, Mohammed Zakarya Droueche, Christian Roux, et al.. Real-Time Retrieval of Similar Videos with Application to Computer-Aided Retinal Surgery. EMBC 2011 : 33rd International Conference of the IEEE Engineering in Medicine and Biology Society, Aug 2011, Boston, United States. pp.4465-4468, ⟨10.1109/IEMBS.2011.6091107⟩. ⟨hal-00788631⟩
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