该包包含稳健点集的MATLAB代码,基于ICCV'05论文中描述的配准算法:“冰健和Baba C. Vemuri,一种使用高斯混合的点集配准鲁棒算法。”软件包可从以下网址免费下载:http://www.cise.ufl.edu/research/cvgmi/Software.php#gmmreg
Robust Point Set Registration Using Gaussian Mixture-MATLAB Development
相关推荐
Robust group-wise registration of point sets using multi-resolution TMM
如果你在医学图像时遇到配准问题,这个方法挺值得关注的。它基于学生的 t 混合模型(TMM),能够大规模异常值,适用于大多数医学图像配准任务。尤其是在解剖形状的自动对齐和建立统计形状模型(SSM)方面表现相当不错。你知道,多图像分割工具会产生不同比例的异常值,这个方法能够稳妥地对齐形状,避免了多配准过程中常见的麻烦。并且,使用了多分辨率配准(mrTMM)技术,效果更加精准,尤其是在复杂形态和变化较大的图像中,表现得尤为稳定。它可以广泛应用于医学影像的自动分割、标注,甚至是构建更高质量的统计形状模型。如果你在这方面有需求,试试这个方法吧,会给你带来不小的惊喜。
Matlab
0
2025-06-12
Useful MATLAB Functions for Speaker Recognition Using Adapted Gaussian Mixture Model
This submission includes useful MATLAB functions for speaker recognition using adapted GMM. The implementation details for steps (i)-(iii) can be found in [1]. The fourth function, gmm2sv.m, connects the means (i.e., centers) of the GMM. The cascade means of the adapted GMM are referred to as the GM
Matlab
10
2024-11-05
Image Registration Using Mutual Information with Optimization Toolbox
[使用优化工具箱的二维互信息匹配]这是新墨西哥大学的Kateryna Artyushkova编码的IP工具箱用户使用互信息更新的自动图像配准。对象函数'image_registr_MI.m'最初是由人编码并由我修改的。我使用优化工具箱为完整的图像配准添加了一个比例因子。因此,运行此程序需要优化工具箱。zip文件包含三个文件:- opti_MI_scaling.m %主要代码- image_registr_MI.m %对象函数- image.mat %图像矩阵。在“image.mat”中,IM1和IM2仅用于示例目的。- IM1:230 X 230 MRI 8位图像- IM2:512 X 512
Matlab
12
2024-11-04
MATLAB Development-Mandelbrot Set with Parallel Computing Toolbox
MATLAB development - Mandelbrot set with Parallel Computing Toolbox. This example demonstrates how to fully leverage the Mandelbrot set using parallel computing techniques in MATLAB to improve performance for large-scale computations. Parallel processing allows the algorithm to run faster by utilizi
Matlab
17
2024-11-06
MATLAB Development Iterating a Variable Using the GNewton Method
MATLAB Development - Using the GNewton Method to iterate a variable. The programme iterates given values of a function that intersects the x-axis.
Matlab
8
2024-11-04
Matlab Development of Local Linear Kernel Regression Enhancing Gaussian Kernel Estimator Functions
这是高斯核平滑估计函数的局部线性版本: http : //www.mathworks.com/matlabcentral/fileexchange/loadFile.do? objectId=19195&objectType= FILE局部线性估计器改进了在数据收集过程中处理区域边缘的回归表现。
Matlab
12
2024-10-01
1D_DFT_Convolution_Using_Gaussian_Kernel
DFT的Matlab源代码示例,用于通过DFT实现任意一维函数与高斯核之间的卷积。该代码利用卷积定理,简化计算过程。
Matlab
11
2024-11-04
Imprecise Alternating Optimization for Phase Retrieval with Outliers Robust Phase Retrieval Demonstration Using AltGD in MATLAB
C. Qian, X. Fu, N.D. Sidiropoulos, L. Huang, and J. Xie explore phase retrieval in the presence of outliers in their paper published in the IEEE Transactions on Signal Processing. Typically, phase retrieval algorithms perform well under Gaussian noise; however, their performance severely degrades wi
Matlab
14
2024-11-03
Matlab Development Robot Target Tracking Control Using Fuzzy Logic
Matlab Development: Robot Target Tracking Control Using Fuzzy Logic. This project involves using fuzzy logic with MatlabhW2K16 to develop a two-degree-of-freedom robotic arm for precise target tracking using image processing techniques.
Matlab
14
2024-07-22