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Adaptive Weights Smoothing

CRAN Package

We provide a collection of R-functions implementing adaptive smoothing procedures in 1D, 2D and 3D. This includes the Propagation-Separation Approach to adaptive smoothing, the Intersecting Confidence Intervals (ICI), variational approaches and a non-local means filter. The package is described in detail in Polzehl J, Papafitsoros K, Tabelow K (2020). Patch-Wise Adaptive Weights Smoothing in R. Journal of Statistical Software, 95(6), 1-27. doi:10.18637/jss.v095.i06, Usage of the package in MR imaging is illustrated in Polzehl and Tabelow (2023), Magnetic Resonance Brain Imaging, 2nd Ed. Appendix A, Springer, Use R! Series. doi:10.1007/978-3-031-38949-8.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 1,175 times in the last 30 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 42 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
28 downloadsMar 3, 2025
42 downloadsMar 4, 2025
81 downloadsMar 5, 2025
40 downloadsMar 6, 2025
18 downloadsMar 7, 2025
36 downloadsMar 8, 2025
22 downloadsMar 9, 2025
28 downloadsMar 10, 2025
53 downloadsMar 11, 2025
32 downloadsMar 12, 2025
45 downloadsMar 13, 2025
35 downloadsMar 14, 2025
79 downloadsMar 15, 2025
16 downloadsMar 16, 2025
82 downloadsMar 17, 2025
20 downloadsMar 18, 2025
47 downloadsMar 19, 2025
38 downloadsMar 20, 2025
62 downloadsMar 21, 2025
43 downloadsMar 22, 2025
15 downloadsMar 23, 2025
30 downloadsMar 24, 2025
31 downloadsMar 25, 2025
45 downloadsMar 26, 2025
30 downloadsMar 27, 2025
85 downloadsMar 28, 2025
18 downloadsMar 29, 2025
16 downloadsMar 30, 2025
16 downloadsMar 31, 2025
42 downloadsApr 1, 2025
0 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
15
85

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 13,431 times in the last 365 days. The downloads are officially high enough to crash an underfunded departmental server. Quite an accomplishment! The day with the most downloads was Oct 02, 2024 with 153 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Depends1 package
  • Imports1 package
  • Reverse Imports4 packages