Discontinuous Regression and Image Processing
Bandwidth Selection and Noise Level Estimation
Performance Measure of Edge Detector
Blind Image Deblurring
Jump-Preserving Local Linear Kernel Smoothing
Type-1 Modification Procedure
Type-2 Modification Procedure
Plot Parameter Selection Results in 3-Stage Estimation
Plot Parameter Selection Results in Surface Estimation
Plot Parameter Selection Results in JPEX Deblurring
Plot the Residual Image from a JPLLK Estimation
Print Parameter Selection Results in 3-Stage Estimation
Print Parameter Selection Results in Surface Estimation
Print Parameter Selection Results in Edge Detection
Print Parameter Selection Results in JPEX Deblurring
Print Parameter Selection Results in JPLLK Estimation
Roof Edge Detection Statistics
Roof Edge Detector
Parameter Selection in Roof Edge Detection
Step Edge Detection Statistics
Step Edge Detector
Parameter Selection in Step Edge Detection
Summarize Parameter Selection Results in 3-Stage Estimation
Summarize Parameter Selection Results in Surface Estimation
Summarize Parameter Selection Results in Edge Detection
Summarize Parameter Selection Results in JPEX Deblurring
Summarize Parameter Selection Results in JPLLK Estimation
Bandwidth Selection for Clustering-Based Surface Estimation
Jump-Preserving Surface Estimation Using Pixel Clustering
Three-Stage Denoising and Deblurring
Parameter Selection in Three-Stage Image Restoration
A collection of functions that perform jump regression and image analysis such as denoising, deblurring and jump detection. The implemented methods are based on the following research: Qiu, P. (1998) <doi:10.1214/aos/1024691468>, Qiu, P. and Yandell, B. (1997) <doi: 10.1080/10618600.1997.10474746>, Qiu, P. (2009) <doi: 10.1007/s10463-007-0166-9>, Kang, Y. and Qiu, P. (2014) <doi: 10.1080/00401706.2013.844732>, Qiu, P. and Kang, Y. (2015) <doi: 10.5705/ss.2014.054>, Kang, Y., Mukherjee, P.S. and Qiu, P. (2018) <doi: 10.1080/00401706.2017.1415975>, Kang, Y. (2020) <doi: 10.1080/10618600.2019.1665536>.
Useful links