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A new approach to traffic sign recognition through primary visual characteristics

机译:通过主要视觉特征识别交通标志的新方法

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As far as the safety of a driver is concerned, more focus should be put on correct interpretation and information which is conveyed by a traffic sign, while driving a vehicle along the road. A sign board can be thought of as an emblem which disseminates important and meaningful information regarding the potential hazards prevailing among road users comprising roadways cladded with snowfall, construction worksites or repairing of roads taking place and telling the people to follow an alternative route. It alerts the person who is passing through the road about the maximum possible extremity that his vehicle is trying to achieve indicating slowing down the speed of vehicle since chances of having collision cannot be ruled out. With constant increasing of the training database size, not only the recognition accuracy, but also the computation complexity should be considered in designing a feasible recognition approach. The traffic sign images were acquired from the image database and were subjected to some pre-processing techniques such as conversion of original into gray scale images, filtering the images with the help of Averaging Filter, Wiener Filter, carrying out the operation of Unsharp Mask Filtering which consists of performing the conventional method of Unsharp Mask Filtering as well as controlling the amount of sharpness with the help of certain parameters. In the future, we will concentrate on detecting, recognizing as well as classifying a particular sign board.
机译:就驾驶员的安全而言,在沿道路驾驶车辆时,应更加注重正确的解释和由交通标志传达的信息。告示板可以看作是一种标志,可以在道路使用者中传播有关重要和有意义的潜在危险信息,包括被降雪覆盖的道路,建筑工地或正在修路的道路,并告诉人们遵循另一条路线。它会警告正在通过道路的人有关其车辆试图达到的最大可能极限,这表明由于无法排除发生碰撞的机会而减慢了车辆的速度。随着训练数据库规模的不断增加,在设计可行的识别方法时,不仅要考虑识别精度,还要考虑计算复杂度。交通标志图像是从图像数据库中获取的,并经过了一些预处理技术,例如将原始图像转换为灰度图像,借助平均滤镜,维纳滤镜对图像进行滤镜,执行“锐化蒙版滤波”操作其中包括执行“不清晰蒙版滤波”的常规方法,以及在某些参数的帮助下控制清晰度。将来,我们将专注于检测,识别和分类特定的标牌。

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