Weighted Direct Nonlinear Regression for Effective Image Interpolation 2019-20
Weighted Direct Nonlinear Regression for Effective Image Interpolation 2019-20
TO DOWNLOAD THE PROJECT CODE...CONTACT
www.matlabprojectscode.com
/ matlab.assignments
/ phdprojectswork
e-mail : [email protected] ; Call / Watzapp: +91 83000 15425
The content of the project:
1. IEEE standard reference paper
2. PowerPoint presentation
3. Screenshots
4. Software
5. Source code
6. Videos
7. ReadMe document to guide.
ABSTRACT:
This paper proposes a learning-based image interpolation method based on weighted direct nonlinear regression. It attempts to learn the nonlinear relationship between the low-resolution patches and their corresponding high-resolution patches by using an external database of natural images. In the training phase, without being initialized to the same size as the high-resolution patches using bicubic interpolation, low-resolution patches are directly used for training, which will reduce the number of parameters. Dictionary learning combined with nearest neighbor searching based on the normalized correlation coefficient in the entire training set is proposed as a soft classification method. Afterward, a single hidden-layer feed-forward network with random input weights is adopted to learn the direct nonlinear mapping for the regression in each class. In the interpolation phase, the strategy of weighting multiple estimations is applied to enhance the interpolation performance. Furthermore, a refinement process is proposed to improve the interpolation performance with sharper edges and richer details. Extensive experimental results demonstrate that our proposed method is not only effective and efficient but also outperforms many state-of-the-art methods.
TAG:
Image processing projects,Image processing projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects ,Matlab assignments,Matlab assignments,Matlab assignments,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,matlab research,matlab research,matlab research,matlab research,matlab research, matlab research,matlab research,matlab research,Matlab projects code,matlab assignments,matlab source code,matlab thesis,matlab projects in chennai,matlab projects in pondicherry,matlab projects in Bangalore,Matlab projects in kerala,matlab projects in hyderabad,matlab projects in mumbai,Matlab projects in delhi,matlab projects in australia,matlab projects in canada,matlab projects in USA,matlab projects in UK, matlab projects in europe,Image Processing Projects,Power Electronics Projects,Communication system Projects,Matlab Simulation Projects,Simulink Projects,Artificial Networks Projects,Bio Medical Projects,Fuzzy Logic Projects,Renewable Energy Projects,Signal Processing Projects,Wireless Communication Projects,Remote Sensing Matlab,Network Security Projects,Cryptography Projects,Steganography Projects,Watermarking Projects,Digital Image Processing Projects,Genetic Algorithm Projects,DIP Projects,Matlab Projects,Matlab Thesis,Matlab Projects,Matlab assignments,Matlab projects assignments,matlab projects, Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects, IEEE projects,IEEE projects ,Matlab assignments,Matlab assignments, matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects