首页> 外文会议>2012 15th International IEEE Conference on Intelligent Transportation Systems. >Fully-automatic recognition of various parking slot markings in Around View Monitor (AVM) image sequences
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Fully-automatic recognition of various parking slot markings in Around View Monitor (AVM) image sequences

机译:全自动识别“环视监视器”(AVM)图像序列中各种停车位标记

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This paper proposes a novel fully-automatic method for recognizing various parking slot markings in image sequences acquired by an Around View Monitor (AVM) system which is gaining popularity as a parking-aid product. The proposed method utilizes an approach which finds parking slots in AVM image sequences using a simple detector and combines sequentially acquired slots rather than using a sophisticated heavy detector in order to achieve the robustness against diverse practical situations. Parking slots are first detected in the current image using the hierarchical tree structure based approach presented in our previous paper [1]. Then, the current positions of previously detected parking slots are predicted using a transformation between consecutive images, and the parking slots detected in the current image and predicted from previous images are combined. The resulting parking slots are clustered according to their types and orientations, and the clusters which contain more than a predetermined number of slots are selected as final parking slots. The proposed method was evaluated using 10 AVM image sequences that include 134 parking slots, and demonstrated a detection rate of 95% with only three false detections.
机译:本文提出了一种新颖的全自动方法,用于识别由环视监控器(AVM)系统获取的图像序列中的各种停车位标记,该系统作为停车辅助产品而越来越受欢迎。所提出的方法利用一种方法,该方法使用简单的检测器在AVM图像序列中找到停车位,并结合顺序采集的位,而不是使用复杂的重型检测器,以实现针对各种实际情况的鲁棒性。首先使用先前论文[1]中提出的基于分层树结构的方法在当前图像中检测到停车位。然后,使用连续图像之间的变换来预测先前检测到的停车位的当前位置,并且将在当前图像中检测到并根据先前图像预测的停车位进行组合。生成的停车位根据其类型和方向进行聚类,并且选择包含多个预定数量以上的停车位的聚类作为最终停车位。使用10个AVM图像序列(包括134个停车位)对提出的方法进行了评估,结果表明,只有3次虚假检测,检出率为95%。

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