RETRACTED: Construction of Computer Microscope Image Segmentation Model Based on Fourth-Order Partial Differential Equation Smoothing (Retracted Article)

被引:0
作者
Li, Feng [1 ]
机构
[1] Yellow River Conservancy Tech Inst, Kaifeng 475004, Henan, Peoples R China
关键词
D O I
10.1155/2022/4355184
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
In order to solve the problem of image noise, the author proposes a computer microscope image segmentation model based on the smoothing of fourth-order partial differential equations. On the basis of the functional describing the smoothness of the image by the directional curvature modulus, the author deduces a fourth-order partial differential equation (PDE) image noise reduction model, while effectively reducing noise, the edges are well preserved. The processing result of this method is a piecewise linear image, and there is a step in the gradient at the edge of the target. Taking advantage of this feature of the noise reduction results, the author proposes a new geodesic active contour model. The experimental results show that the reference method directly segments the results, iterates 10 times, and takes 160.721 seconds. Using the noise reduction model in the paper to preprocess and then using the reference method to segment the result, iterating 8 times, it takes 32.347 seconds. Conclusion. The new model is not only stable but also has strong contour extraction ability and fast convergence speed.
引用
收藏
页数:8
相关论文
共 50 条
[11]   Framework of fourth-order partial differential equation-based remote sensing image restoration [J].
Wen, Xin ;
Li, Feng ;
Zhang, Zeyu ;
Wang, Chunpeng ;
Zou, Yongkui .
JOURNAL OF ELECTRONIC IMAGING, 2024, 33 (05)
[12]   RETRACTED: A Method of Image Semantic Segmentation Based on PSPNet (Retracted Article) [J].
Yang, Chengzhi ;
Guo, Hongjun .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
[13]   On a fourth-order partial differential equation in conformal geometry [J].
Chang, SYA .
HARMONIC ANALYSIS AND PARTIAL DIFFERENTIAL EQUATIONS: ESSAYS IN HONOR OF ALBERTO P CALDERON, 1999, :127-150
[14]   Fourth-order partial differential equations for image inpainting [J].
Chen, Peiying ;
Wang, Yuandi .
2008 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2008, :1713-1717
[15]   Fourth-order partial differential equations for image enhancement [J].
Yi, Dokkyun ;
Lee, Sungyun .
APPLIED MATHEMATICS AND COMPUTATION, 2006, 175 (01) :430-440
[16]   RETRACTED: Weld Defect Segmentation in X-ray Image with Boundary Label Smoothing (Retracted Article) [J].
Zhang, Junhua ;
Guo, Minghao ;
Chu, Pengzhi ;
Liu, Yang ;
Chen, Jun ;
Liu, Huanxi .
APPLIED SCIENCES-BASEL, 2022, 12 (24)
[17]   RETRACTED: Construction of Educational Model for Computer Majors in Colleges and Universities (Retracted Article) [J].
Jiang, Bin ;
Li, Ying .
WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
[18]   A Fourth-order Partial Differential Equation model for multiplicative noise Removal in Images [J].
Bini, A. A. ;
Bhat, M. S. .
2013 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN COMMUNICATION, CONTROL, SIGNAL PROCESSING AND COMPUTING APPLICATIONS (IEEE-C2SPCA-2013), 2013,
[19]   A fourth-order partial differential equation denoising model with an adaptive relaxation method [J].
Liu, X. Y. ;
Lai, C. -H. ;
Pericleous, K. A. .
INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2015, 92 (03) :608-622
[20]   Patch Similarity Modulus and Difference Curvature Based Fourth-Order Partial Differential Equation for Image Denoising [J].
Bai, Yunjiao ;
Zhang, Quan ;
Hong Shangguan ;
Gui, Zhiguo ;
Liu, Yi ;
Liu, Yanli .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015