Object positioning method and device and computer system
A positioning method and positioning device technology, applied in the field of image recognition, can solve the problems of invasion of customer privacy, high cost, inconvenient use, etc., and achieve the effect of ensuring efficiency
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Embodiment 1
[0052] Take the use of the Yolov3 model to detect the images taken by the unmanned store and identify the location of the customer as an example, such as figure 1 As shown, the above method can be realized through the following steps:
[0053] The Yolov3 model is a general-purpose target detection model that can be used to process images and extract target objects in images, such as people and commodities.
[0054] However, this model can only be used to detect three-channel RGB color images, and cannot fuse depth images with color images, nor can it detect RGBD images obtained after fusion.
[0055] RGB is a commonly used color standard in the industry. A variety of colors can be obtained by changing the values of the three color channels of red, green, and blue and superimposing them. This standard can almost include the perception of human vision. of all colors.
[0056] RGBD adds an Alpha channel based on the three channels of RGB, and adds additional information from ...
Embodiment 2
[0096] Corresponding to the above method, the present application provides a method for locating an object, such as image 3 As shown, the method includes:
[0097] 310. Receive a color image and a depth image corresponding to the color image;
[0098] 320. Perform image fusion on the color image and the depth image to obtain a target image, the target image is an RGBD image, the Alpha channel of the target image corresponds to the depth image, and the RGB channel corresponds to the color image;
[0099] Preferably, before performing image fusion on the color image and the depth image, the method further includes:
[0100] 321. Perform an image normalization operation on the depth image according to a preset method and preset parameters.
[0101] Preferably, before performing image fusion on the color image and the depth image, the method further includes:
[0102] 322. Perform image registration on the normalized depth image and the color image.
[0103] Preferably, the c...
Embodiment 3
[0119] Corresponding to the above method, the present application provides an object positioning device, such as Figure 4 As shown, the device includes:
[0120] A receiving module 410, configured to receive a color image and a depth image corresponding to the color image;
[0121] The image processing module 420 is configured to perform image fusion on the color image and the depth image to obtain a target image, the target image is an RGBD image, the Alpha channel of the target image corresponds to the depth image, and the RGB channel corresponds to the depth image. described color image;
[0122] The matching module 430 is configured to input the target image into a preset model for recognition, and locate the position of the target object in the target image. The input layer of the preset model includes RGB channels and Alpha channels.
[0123] Preferably, the image processing module 420 is also used to perform image registration on the color image and the depth image.
...
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