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A Far Road Sign Recognition by Applying Super-Resolution to Extracted Regions from Successive Frames

机译:通过对连续帧中提取的区域应用超分辨率,实现远路标志识别

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In the field of ITS technology, many methods have been proposed for detecting and recognizing road signs from car-mounted cameras. Most of these techniques are, however, for only still images. Therefore, the recognition results are affected by occasional changes of light conditions or occlusions. Moreover, though recognition of far placed signs are meaningful for safety driving, these signs are taken in low resolution images which that they are hardly recognition. In this article, we propose a novel technique for recognizing road signs. In this technique, a series of low resolution images of a road sign is extracted by using CONDENSATION from successive frames. Then, a pseudo-high resolution image of the road sign is generated by super-resolution using the series of images. The proposed techniques lead to early recognition results for far road signs even on images which are failed by traditional techniques.
机译:在其技术领域,已经提出了许多方法来检测和识别来自车载摄像机的道路标志。然而,大多数这些技术仅用于静止图像。因此,识别结果受到光线或闭塞的偶尔变化的影响。此外,尽管对安全驾驶的识别有意义,但是在低分辨率图像中拍摄了这些标志,其几乎没有识别。在本文中,我们提出了一种识别道路标志的新技术。在该技术中,通过使用连续帧的冷凝来提取一系列道路标志的低分辨率图像。然后,使用该系列图像通过超分辨率生成道路标志的伪高分辨率图像。拟议的技术导致了甚至在传统技术失败的图像上的远路标志的早期识别结果。

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