Template-based Monocular Vision Object Spatial Localization System
A monocular vision, calibration system technology, applied in image analysis, instruments, computing and other directions, can solve the problems of poor feature stability, easy to be affected by environmental factors, target positioning failure, etc., to achieve the effect of highlighting the practical value of the project
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Embodiment 1
[0169] Embodiment 1: camera calibration, initial calibration parameters determination
[0170] This embodiment is a camera calibration process, where initial calibration parameters are determined, and the method proposed in the present invention is tested. In an outdoor environment, the camera is installed and fixed on the top of a robot or a tripod, shooting horizontally. This time, a cross-grid camera is used to automatically obtain the camera shooting. Within the field of view of the lens, the moving target holds the template from 0.5 meters to 5 meters. The camera starts to take pictures when the target distance is 0.5 meters, and the camera takes pictures every time the target distance increases by 0.5 meters. During the shooting process, ensure that the direction of the template is as close as possible to the camera, and ensure that the center of the template coincides with the center of the image captured by the camera.
[0171] Instance parameter description: image for...
Embodiment 2
[0173] Embodiment 2: Performance test of template-based monocular vision target positioning method
[0174] This embodiment is based on Embodiment 1, and uses a monocular camera to locate a target based on a template based on initial calibration parameters. In an indoor environment, the camera is installed and fixed on the top of a robot or a tripod to shoot horizontally. This time, a cross-grid camera is used to automatically obtain camera shots. Within the field of view of the lens, the moving target holds the template and moves according to the set distance and direction. , using the ground calibration ruler to determine the actual distance and actual angle of the target, using the method in this paper to detect the captured image, the technical distance error and angle error between the measured value and the actual value.
[0175] Instance parameter description: image format PNG, image size 1920×1080, and the number of calibrated images is 8. The positioning process of t...
Embodiment 3
[0176] Embodiment 3: Corridor environment, single target motion situation
[0177] In this embodiment, the present invention is applied to the motion positioning of a single target in a corridor under a static shooting state of a camera. Under this condition, the camera is installed and fixed on the top of a robot or a tripod, and the shot is taken horizontally. In the field of view of the lens, a character target is holding the template, and the direction of the template is as close as possible to the camera. Approach the camera from far to near. This example locates the moving target in the video based on the camera calibration process in Example 1.
[0178] Description of the parameters of the embodiment: the video format is MP4, the number of video frames is 160 frames, and the video image size is 1920×1080.
[0179] The positioning process of this example is as follows: Figure 11 As shown, take the 10th, 30th, 50th, 70th, 90th, 110th, 130th, and 150th frame as example...
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