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Method and system for partial occlusion handling in vehicle tracking using deformable parts model

机译:使用可变形零件模型进行车辆跟踪中的局部遮挡处理的方法和系统

摘要

Provided is a method and system of tracking partially occluded objects using an elastic deformation model. According to an exemplary method and system, partially occluded vehicles are detected and tracked in a scene including side-by-side drive-thru lanes. A method for updating an event sequence includes acquiring video data of a queue area from at least one image source; searching the frames for subjects located at least near a region of interest (ROI) of defined start points in the video data; tracking a movement of each detected subject through the queue area over a subsequent series of frames; using the tracking, determining if a location of the a tracked subject reaches a predefined merge point where multiple queues in the queue area converge into a single queue lane; in response to the tracked subject reaching the predefined merge point, computing an observed sequence of where the tracked subject places among other subjects approaching an end-event point; and, updating a sequence of end-events to match the observed sequence of subjects in the single queue lane.
机译:提供了一种使用弹性变形模型来跟踪部分被遮挡的物体的方法和系统。根据示例性方法和系统,在包括并排的得来速车道的场景中检测并跟踪部分被阻塞的车辆。一种更新事件序列的方法,包括:从至少一个图像源获取队列区域的视频数据;在帧中搜索至少位于视频数据中定义的起点的感兴趣区域(ROI)附近的对象;在随后的一系列帧中跟踪每个检测到的对象通过队列区域的运动;使用跟踪,确定被跟踪对象的位置是否达到预定的合并点,队列区域中的多个队列汇聚成单个队列通道;响应于所跟踪的对象达到预定的合并点,计算所跟踪的对象在其他对象中接近终点的位置的观察序列;并且,更新结束事件序列以匹配在单个队列通道中观察到的对象序列。

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