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Statistical image comparison and monitoring
- Roy, A.* and Mukherjee, P.S. "A Registration-free Approach for Image Monitoring",
Statistics and Computing, 2026, 36(20), 1--20. [Link]
[Computer Codes]
- Roy, A.* and Mukherjee, P.S. "Upper quantile-based CUSUM-type control chart for detecting small changes in image data",
Journal of Applied Statistics, 2025, 52(11), 2156--2171. [Link]
[Computer Codes]
- Roy, A.* and Mukherjee, P.S. "Image Comparison Based On Local Pixel Clustering", Technometrics, 2024, 66(4), 495--506.
[Link][Computer Codes]
- Roy, A.* and Mukherjee, P.S. "A control chart for monitoring images using jump location curves",
Quality Engineering, 2024, 36(2), 439--452. [Link]
[Computer Codes]
* doctoral student
Image registration using jump regression analysis
- Das, S.* and Mukherjee, P.S. "Image Registration for Zooming Using Similarity Matching",
Journal of Data Science, 2024, 22(4), 558--574. [Link]
[Computer Codes]
- Das, S.*, Roy, A.* and Mukherjee, P.S. "Image registration for zooming: A statistically consistent local feature mapping approach",
Stat, 2024, 13(1), e664. [Link]
[Computer Codes]
* doctoral student
Jump regression analysis using regression trees
- Basak, S.*, Roy, A.* and Mukherjee, P.S. "Estimation of Piecewise Continuous
Regression Function in Finite Dimension using Oblique-axis Regression Tree with Applications in Image Denoising",
Statistica Sinica, To appear. DOI: 10.5705/ss.202025.0120.
[Link]
[Supplementary]
[Computer Codes]
* doctoral student
Blind image deblurring under jump regression analysis
- Kang, Y., Mukherjee, P.S. and Qiu, P. "Efficient Blind Image Deblurring Using Nonparametric Regression And
Local Pixel Clustering", Technometrics, 2018, 60(4), 522--531.
[Link]
[Computer Codes]
Statistical image denoising
- Basak, S.* and Mukherjee, P.S. "An Efficient Image Denoising Method Integrating Multi-resolution
Local Clustering and Adaptive Smoothing", Statistical Methods & Applications, 2025, 34(4), 767--785.
[Link]
[Computer Codes]
- Mukherjee, P.S. "A multi-resolution and adaptive 3-D image denoising framework with applications in medical imaging,"
Signal, Image and Video Processing, 2017, 11(7), 1379--1387. [Link]
[Computer Codes]
- Mukherjee, P.S. and Qiu, P., "Image Denoising by a Local Clustering Framework,"
Journal of Computational and Graphical Statistics, 2015, 24(1), 254--273.
[Link]
[Computer Codes]
- Mukherjee, P.S. and Qiu, P., "3-D Image Denoising By
Local Smoothing And Nonparametric Regression," Technometrics, 2011, 53(2), 196--208.
[Link]
[Computer Codes]
* doctoral student
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