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A Human-like Visual-Attention-based Artificial Vision System for Wildland Firefighting Assistance
- Source :
- Applied Intelligence, Applied Intelligence, Springer Verlag (Germany), 2017, 48 (8), pp.2157-2179. ⟨10.1007/s10489-017-1053-6⟩, Applied Intelligence, Springer, Applied Intelligence, Springer, 2017, 〈10.1007/s10489-017-1053-6〉
- Publication Year :
- 2017
- Publisher :
- HAL CCSD, 2017.
-
Abstract
- International audience; In this work we contribute to development of a “Human-like Visual-Attention-based Artificial Vision” system for boosting firefighters’ awareness about the hostile environment in which they are supposed to move along. Taking advantage from artificial visual-attention, the investigated system’s conduct may be adapted to firefighter’s way of gazing by acquiring some kind of human-like artificial visual neatness supporting firefighters in interventional conditions’ evaluation or in their appraisal of the rescue conditions of people in distress dying out within the disaster. We achieve such a challenging goal by combining a statistically-founded bio-inspired saliency detection model with a Machine-Learning-based human-eye-fixation model. Hybridization of the two above-mentioned models leads to a system able to tune its parameters in order to fit human-like gazing of the inspected environment. It opens appealing perspectives in computer-aided firefighters’ assistance boosting their awareness about the hostile environment in which they are supposed to evolve. Using as well various available wildland fires images’ databases as an implementation of the investigated concept on a 6-wheeled mobile robot equipped with communication facilities, we provide experimental results showing the plausibility as well as the efficiency of the proposed system.
- Subjects :
- [ MATH.MATH-OC ] Mathematics [math]/Optimization and Control [math.OC]
Computer science
Robot
Artificial visual attention
020101 civil engineering
02 engineering and technology
[ INFO.INFO-CV ] Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]
Firefighters’ assistance
0201 civil engineering
Artificial Intelligence
Human–computer interaction
[INFO.INFO-AU]Computer Science [cs]/Automatic Control Engineering
[ INFO.INFO-AU ] Computer Science [cs]/Automatic Control Engineering
0202 electrical engineering, electronic engineering, information engineering
Visual attention
ComputingMilieux_MISCELLANEOUS
Fire region detection
Wildfire suppression
business.industry
[INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]
Mobile robot
Human-like artificial vision
Artificial vision system
Implementation
020201 artificial intelligence & image processing
Artificial intelligence
[MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC]
business
Subjects
Details
- Language :
- English
- ISSN :
- 0924669X and 15737497
- Database :
- OpenAIRE
- Journal :
- Applied Intelligence, Applied Intelligence, Springer Verlag (Germany), 2017, 48 (8), pp.2157-2179. ⟨10.1007/s10489-017-1053-6⟩, Applied Intelligence, Springer, Applied Intelligence, Springer, 2017, 〈10.1007/s10489-017-1053-6〉
- Accession number :
- edsair.doi.dedup.....a6bf58e25be40dc8033ebd6f87018312
- Full Text :
- https://doi.org/10.1007/s10489-017-1053-6⟩