Porous material hole automatic measurement method based on scanning electron microscope image segmentation

A scanning electron microscope and image segmentation technology, applied in the field of image processing, can solve problems such as complex background, low practicability, and blurred hole outlines

Active Publication Date: 2020-08-11
SHAANXI UNIV OF SCI & TECH
View PDF6 Cites 7 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0008]However, due to the fuzzy hole outline and complex background in the SEM images of porous materials, the mainstream improved algorithms FLIL, FRFCM and DSFCM-N cannot directly obtain ideal images In addition, the existing clustering-based image segmentation algorithm needs to manu

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Porous material hole automatic measurement method based on scanning electron microscope image segmentation
  • Porous material hole automatic measurement method based on scanning electron microscope image segmentation
  • Porous material hole automatic measurement method based on scanning electron microscope image segmentation

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0062] The present invention will be further described in detail below in conjunction with the accompanying drawings and specific embodiments.

[0063] Such as figure 1 The schematic block diagram of the process flow of the automatic measurement method for porous material pores based on scanning electron microscope image segmentation of the present invention is shown, and the specific steps include:

[0064] Step (1), initialization: the input image size is a scanning electron microscope image f of M×N, M and N represent the height and width of f respectively, calculate the characteristics of the i-th type of hole, start i=1, define the start disk The radius of the type structural element is B 1 , and the step size of subsequent structural elements is The hole class is The maximum structuring element radius is The scale parameter is Scale=D g / D a ,D g Indicates the distance on the graph, D a Indicates the actual distance;

[0065] Step (2), filter and preprocess...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

PUM

No PUM Login to view more

Abstract

The invention belongs to the technical field of image processing, and discloses a porous material hole automatic measurement method based on scanning electron microscope image segmentation, which comprises the following steps of 1, initializing parameters; 2, filtering processing; 3, obtaining a potential clustering number through the characteristic value information; 4, calculating histogram information of the filtered image; 5, completing image segmentation by using a fast fuzzy clustering algorithm; 6, extracting data distribution corresponding to the minimum clustering center as hole output to obtain a binary hole image; 7, performing morphological filling operation on the binary hole image; 8, automatically classifying the holes according to areas by utilizing multi-scale morphological closed reconstruction; and 9, counting the number, the area ratio and the actual average area of holes of different grades in the porous material. According to the method, automatic measurement andclassification of the holes of the porous material are realized, the porous material can be objectively evaluated, and an ideal image segmentation effect can be directly obtained.

Description

technical field [0001] The invention belongs to the technical field of image processing, and in particular relates to an automatic measurement method for holes in porous materials based on scanning electron microscope image segmentation. Background technique [0002] Scanning electron microscope (SEM) is a surface analysis technique with a very wide range of applications. It mainly uses secondary electron signals to scan the surface of the sample to obtain corresponding high-magnification images. The analysis scale can reach the nanometer level and can effectively observe the surface of the sample Microstructure and state, so it has been widely used in materials, chemical industry, food, machinery and other fields. [0003] SEM can present the microscopic morphology of porous materials, and it is helpful to understand the physical and chemical properties of porous materials, such as surface adsorption and wear resistance, by counting the pore characteristics on the surface o...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

Application Information

Patent Timeline
no application Login to view more
IPC IPC(8): G06T7/62G06T7/143G06K9/62
CPCG06T7/62G06T7/143G06T2207/10061G06T2207/20076G06T2207/30242G06F18/23G06F18/23213G06F18/24
Inventor 雷涛加小红薛丁华袁启斌王成兵刘鹏
Owner SHAANXI UNIV OF SCI & TECH
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products