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Article

The Measurement of Metal Mineral Particle Size Under the Microscope Based on Gaussian Pyramids and Directional Maximum Intercept

1
Kunming Metallurgical Research Institute Co., Ltd., Kunming 650031, China
2
Yunnan Key Laboratory for New Technology of Beneficiation and Metallurgy, Kunming 650031, China
3
Faculty of Land Resource Engineering, Kunming University of Science and Technology, Kunming 650032, China
*
Author to whom correspondence should be addressed.
Minerals 2024, 14(12), 1284; https://doi.org/10.3390/min14121284
Submission received: 21 October 2024 / Revised: 23 November 2024 / Accepted: 6 December 2024 / Published: 17 December 2024
(This article belongs to the Section Mineral Processing and Extractive Metallurgy)

Abstract

With the development of mineral resources, minerals are becoming increasingly difficult to process. In order to utilize these resources more effectively, in-depth research into process mineralogy has become increasingly important in the field of mineralogy, and particle size measurement under the microscope is one of the critical aspects of process mineralogy. At present, the use of scanning electron microscopes and other equipment for measurement is very expensive, and manual measurement has problems such as poor accuracy and low efficiency. In addition, there is a lack of reference materials for the segmentation algorithm of mineral light images. This article proposes a Gaussian pyramid based on bilateral filtering combined with directional maximum intercept to measure mineral particle size under the microscope. In the experiments, different segmentation algorithms were studied, including Gaussian pyramid segmentation based on bilateral filtering, segmentation based on Fuzzy C-Means, and the rapidly developing deep learning segmentation algorithms in recent years. By comparing the segmentation effects of these three algorithms on various mineral thin-section images, the Gaussian pyramid segmentation algorithm based on bilateral filtering was selected as the optimal one. This was then combined with the directional maximum intercept method to measure the particle size of ilmenite and pyrite images. The experimental results show that the segmentation method based on the bilateral filtering Gaussian pyramid technique has higher segmentation accuracy than the other two algorithms, and can accurately measure the particle size of minerals under the microscope. Compared with manual measurement, this method can effectively and accurately measure the microscopic particle size of target minerals, greatly reducing the workload of measurement personnel and reducing the time spent on measurement.
Keywords: particle size under the microscope; Gaussian pyramid; directional maximum intercept particle size under the microscope; Gaussian pyramid; directional maximum intercept

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MDPI and ACS Style

Luo, C.; Xie, F.; Li, B.; Lv, X.; Jiang, M.; Zhang, J.; Jian, S.; Yang, F.; Wang, Y. The Measurement of Metal Mineral Particle Size Under the Microscope Based on Gaussian Pyramids and Directional Maximum Intercept. Minerals 2024, 14, 1284. https://doi.org/10.3390/min14121284

AMA Style

Luo C, Xie F, Li B, Lv X, Jiang M, Zhang J, Jian S, Yang F, Wang Y. The Measurement of Metal Mineral Particle Size Under the Microscope Based on Gaussian Pyramids and Directional Maximum Intercept. Minerals. 2024; 14(12):1284. https://doi.org/10.3390/min14121284

Chicago/Turabian Style

Luo, Chaoxi, Feng Xie, Bo Li, Xiangwen Lv, Meiguang Jiang, Jing Zhang, Sheng Jian, Fang Yang, and Yong Wang. 2024. "The Measurement of Metal Mineral Particle Size Under the Microscope Based on Gaussian Pyramids and Directional Maximum Intercept" Minerals 14, no. 12: 1284. https://doi.org/10.3390/min14121284

APA Style

Luo, C., Xie, F., Li, B., Lv, X., Jiang, M., Zhang, J., Jian, S., Yang, F., & Wang, Y. (2024). The Measurement of Metal Mineral Particle Size Under the Microscope Based on Gaussian Pyramids and Directional Maximum Intercept. Minerals, 14(12), 1284. https://doi.org/10.3390/min14121284

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