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A real-time mosaicking algorithm using binary features for ROVs
- Source :
- MED'13 21st Mediterranean Conference on Control and Automation, pp. 1267–1273, Platanias-Chania, Crete, 25-28 June 2013, info:cnr-pdr/source/autori:Ferreira, Fausto; Veruggio, Gianmarco; Caccia, Massimo; Zereik, Enrica; Bruzzone, Gabriele/congresso_nome:MED'13 21st Mediterranean Conference on Control and Automation/congresso_luogo:Platanias-Chania, Crete/congresso_data:25-28 June 2013/anno:2013/pagina_da:1267/pagina_a:1273/intervallo_pagine:1267–1273, MED
- Publication Year :
- 2013
- Publisher :
- IEEE, Piscataway, NJ , Stati Uniti d'America, 2013.
-
Abstract
- This article presents a real-time mosaicking algorithm based on a SLAM framework. The mosaic of the seafloor can be useful in real time for a ROV operator that is piloting the ROV. Two important aspects arise in this kind of work: data association and computational time. In order to solve the first one, a combination of SURF features and template correlation methods is used. To minimize the computational time, a very recent approach in the domain of feature description is used: BRIEF binary features. Finally, to be able to update the whole mosaicking in a fast and easy way, local mosaics are used instead of a global one. The algorithm was tested using data collected in a typical experiment and the results show the improvement with respect to previous versions of a similar algorithm. © 2013 IEEE.
- Subjects :
- Computer science
business.industry
feature extraction
Feature extraction
Binary number
Image segmentation
Feature description
Remotely operated underwater vehicle
Domain (software engineering)
SLAM (robots)
autonomous underwater vehicles
Correlation , Simultaneous localization and mapping , Feature extraction , Real-time systems , Navigation
Operator (computer programming)
correlation theory
Data association
Computer vision
Artificial intelligence
business
Algorithm
image segmentation
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- MED'13 21st Mediterranean Conference on Control and Automation, pp. 1267–1273, Platanias-Chania, Crete, 25-28 June 2013, info:cnr-pdr/source/autori:Ferreira, Fausto; Veruggio, Gianmarco; Caccia, Massimo; Zereik, Enrica; Bruzzone, Gabriele/congresso_nome:MED'13 21st Mediterranean Conference on Control and Automation/congresso_luogo:Platanias-Chania, Crete/congresso_data:25-28 June 2013/anno:2013/pagina_da:1267/pagina_a:1273/intervallo_pagine:1267–1273, MED
- Accession number :
- edsair.doi.dedup.....b4fef7e621676fd7b496e25c3277026e
- Full Text :
- https://doi.org/10.1109/MED.2013.6608882