Wafer dopant image segmentation method, system, computer equipment and storage medium
A technology of image segmentation and doping, applied in image analysis, calculation, image enhancement, etc., can solve the problem of low density, achieve the effect of improving segmentation accuracy, high robustness, and image segmentation accuracy
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Embodiment 1
[0068] Such as figure 1 As shown, the present embodiment provides a method for image segmentation of wafer dopant, the method comprising the following steps:
[0069] S101. Obtain a wafer image.
[0070] In this embodiment, the wafer image is obtained by zooming in and collecting with a metallographic microscope. According to the color depth of the dopant in the wafer image is different, and the gray scale of the wafer image is uneven and affected by noise, it needs to be segmented.
[0071] S102. Construct a regional variational level set model.
[0072] The overall energy functional of the regional variational level set model is as follows:
[0073]
[0074] Among them, Ω represents the image space; φ(x, y) represents the level set function, and the signed distance function is generally used; u 0 (x,y) represents the image pixel;
[0075] Indicates the smoothing term of the evolution curve, which makes the zero level set as short and smooth as possible, u 1 Indicat...
Embodiment 2
[0109] Such as image 3 As shown, the present embodiment provides a system for image segmentation of wafer dopant, the system includes an acquisition module 301, a construction module 302 and a segmentation module 303, and the specific functions of each module are as follows:
[0110] The acquiring module 301 is configured to acquire wafer images.
[0111] The construction module 302 constructs a regional variational level set model.
[0112] The segmentation module 303 is configured to input the wafer image into the regional variational level set model, segment the wafer image using the overall energy functional of the regional variational level set model, and output the image of the wafer dopant .
[0113] Further, segmentation module 303 such as Figure 4 shown, including:
[0114] The input unit 3031 is used for inputting the wafer image into the regional variational level set model.
[0115] The setting unit 3032 is configured to set various parameters of the overall...
Embodiment 3
[0124] This embodiment provides a computer device, which may be an industrial computer in an image acquisition device, and the structure of the industrial computer is as follows: Figure 5 As shown, it includes a processor 502 connected through a system bus 501, a memory, an input device 503, a display 504, and a network interface 505. The processor is used to provide computing and control capabilities. The memory includes a non-volatile storage medium 506 and internal Memory 507, the non-volatile storage medium 506 stores an operating system, computer programs and databases, the internal memory 507 provides an environment for the operation of the operating system and computer programs in the non-volatile storage medium, and the processor 502 executes memory storage During computer program, realize the image segmentation method of above-mentioned embodiment 1, as follows:
[0125] Get the wafer image;
[0126] Build regional variational level set models;
[0127] The wafer i...
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