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A human-like visual-attention-based artificial vision system for wildland firefighting assistance

机译:一种基于人的视觉关注的人工视觉系统,用于野外消防援助

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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.
机译:在这项工作中,我们有助于开发“人类视觉关注的人工视野”制度,以提高消防员对敌对环境的意识。利用人工视力关注,调查的系统行为可以通过在介入条件“评估中支持消防员或对遇险中人民救援条件的评估时,通过获取某种人类的人工视觉整洁,或者在遇险的救援条件的评估中,调查制度的行为适应消防员凝视的方式在灾难中消失。通过将统计上创立的生物启发显着性检测模型与基于机器学习的人眼固定模型相结合,我们实现了如此挑战的目标。上述模型的杂交导致能够调整其参数的系统,以便适合被检查的环境的人类凝视。它在计算机辅助消防员的帮助下开启了吸引人的观点,提高了他们对他们应该发展的敌对环境的认识。由于各种可用的野外,使用各种可用的野蛮人在一个配备通信设施的6轮移动机器人上射击图像的数据库作为调查概念,我们提供了实验结果,显示了卓越的合理性以及所提出的系统的效率。

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