SkillAgentSearch skills...

JsImgProc

Jethro's Image Processing Software.Super-Resolution Reconstruction is the most import feature in this software. It’s achieved by the algorithm Single-Image Super Resolution, based on theory of Compressed Sensing. This algorithm uses OMP (Orthogonal Matching Pursuit) to compute the sparse coding of images, K-SVD (K-means Singular Value Decomposition) to learn over-complete dictionary. With the collaboration between OMP and over-complete dictionary, low resolution image can be scaled-up and its high frequency information (texture, edge) can be recovered at some level. The result is better than simple interpolation, eg, linear interpolation, bi-cubic interpolation, etc. This algorithm is implemented using C++&OpenCV. The other features of this software are also implemented using C++&OpenCV. The GUI is designed using QT.

Install / Use

/learn @matrix3x3/JsImgProc
About this skill

Quality Score

0/100

Category

Design

Supported Platforms

Universal

README

JsImgProc

Jethro's Image Processing Software.Super-Resolution Reconstruction is the most import feature in this software. It’s achieved by the algorithm Single-Image Super Resolution, based on theory of Compressed Sensing. This algorithm uses OMP (Orthogonal Matching Pursuit) to compute the sparse coding of images, K-SVD (K-means Singular Value Decomposition) to learn over-complete dictionary. With the collaboration between OMP and over-complete dictionary, low resolution image can be scaled-up and its high frequency information (texture, edge) can be recovered at some level. The result is better than simple interpolation, eg, linear interpolation, bi-cubic interpolation, etc. This algorithm is implemented using C++&OpenCV. The other features of this software are also implemented using C++&OpenCV. The GUI is designed using QT.

View on GitHub
GitHub Stars6
CategoryDesign
Updated1y ago
Forks8

Security Score

55/100

Audited on Jul 11, 2024

No findings