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ORIENTATION INVARIANT OBJECT IDENTIFICATION USING MODEL-BASED IMAGE PROCESSING

机译:使用基于模型的图像处理进行方向不变的物体识别

摘要

A system for performing object identification combines pose determination, EO/IR sensor data, and novel computer graphics rendering techniques. A first module extracts the orientation and distance of a target in a truth chip given that the target type is known. A second is a module identifies the vehicle within a truth chip given the known distance and elevation angle from camera to target. Image matching is based on synthetic image and truth chip image comparison, where the synthetic image is rotated and moved through a 3-Dimensional space. To limit the search space, it is assumed that the object is positioned on relatively flat ground and that the camera roll angle stays near zero. This leaves three dimensions of motion (distance, heading, and pitch angle) to define the space in which the synthetic target is moved. A graphical user interface (GUI) front end allows the user to manually adjust the orientation of the target within the synthetic images. The system also includes the generation of shadows and allows the user to manipulate the sun angle to approximate the lighting conditions of the test range in the provided video.
机译:用于执行对象识别的系统将姿势确定,EO / IR传感器数据和新颖的计算机图形渲染技术结合在一起。假设目标类型已知,则第一模块提取真实码片中目标的方向和距离。第二个是模块,该模块在给定从摄像机到目标的已知距离和仰角的情况下,在真相芯片中识别车辆。图像匹配基于合成图像和真值芯片图像比较,其中合成图像在3维空间中旋转和移动。为了限制搜索空间,假定将对象放置在相对平坦的地面上,并且相机横滚角保持接近零。这样就留下了三个运动维度(距离,航向和俯仰角)来定义合成目标在其中移动的空间。图形用户界面(GUI)前端允许用户手动调整目标在合成图像中的方向。该系统还包括阴影的生成,并允许用户操纵太阳角以近似提供的视频中测试范围的照明条件。

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