From 00e2fe2fab62bb3d0e1cc8ed530637f4a0a3020d Mon Sep 17 00:00:00 2001 From: Joachim Danmayr Date: Tue, 12 Nov 2024 17:00:48 +0000 Subject: [PATCH] chore: Started to describe some more commands --- docs/fundamentals/commands/command_blur.md | 31 ++ .../commands/command_rolling_ball.md | 37 ++ .../commands/images/blur_kernerl.drawio.svg | 353 ++++++++++++++++++ .../commands/images/rolling_ball.drawio.svg | 0 .../images/rolling_ball_reseacrh_gate.jpeg | Bin 0 -> 439828 bytes docs/fundamentals/commands/index.md | 2 + 6 files changed, 423 insertions(+) create mode 100644 docs/fundamentals/commands/command_blur.md create mode 100644 docs/fundamentals/commands/command_rolling_ball.md create mode 100644 docs/fundamentals/commands/images/blur_kernerl.drawio.svg create mode 100644 docs/fundamentals/commands/images/rolling_ball.drawio.svg create mode 100644 docs/fundamentals/commands/images/rolling_ball_reseacrh_gate.jpeg diff --git a/docs/fundamentals/commands/command_blur.md b/docs/fundamentals/commands/command_blur.md new file mode 100644 index 0000000..a1b94d5 --- /dev/null +++ b/docs/fundamentals/commands/command_blur.md @@ -0,0 +1,31 @@ + +(command-blur)= +# Blur + +:::{sidebar} Filter kernel + +In image processing, a kernel, convolution matrix, or mask is a small matrix used for blurring, sharpening, embossing, edge detection, and more. +This is accomplished by doing a convolution between the kernel and an image. +Or more simply, when each pixel in the output image is a function of the nearby pixels (including itself) in the input image, the kernel is that function. + + + +```{figure} images/blur_kernerl.drawio.svg +:class: full-image +``` + +https://en.wikipedia.org/wiki/Kernel_(image_processing) +::: + +Blur algorithms are used to reduce image noise and details. + +ImageC provides two different blur algorithms, "normal" blur and Gaussian blur. +For both the filter kernel size can be set. +The larger the kernel, the more details are removed from the image. + +Gaussian blur uses a Gaussian function to blur the image. +Compared to the normal blur gaussian blur tends to preserve edges slightly better and avoids sharp transitions between blurred regions. + +:::{hint} +Bigger filter kernels removes more noise and details from the image. Use gaussian blur to preserve edges in a better way than normal blur. +::: \ No newline at end of file diff --git a/docs/fundamentals/commands/command_rolling_ball.md b/docs/fundamentals/commands/command_rolling_ball.md new file mode 100644 index 0000000..8f8b90f --- /dev/null +++ b/docs/fundamentals/commands/command_rolling_ball.md @@ -0,0 +1,37 @@ + +(command-rolling-ball)= +# Rolling ball + +:::{sidebar} Thresholding + + +The rolling-ball algorithm was inspired by Stanley Sternberg’s article, “Biomedical Image Processing”, IEEE Computer, January 1983. + +```{figure} images/rolling_ball_reseacrh_gate.jpeg +:class: full-image +``` + +::: + + +The rolling ball algorithm is a background subtraction algorithm, with the goal to remove most of the background noise. + +This is achieved by creating a local background around a virtual ball. +Within the radius of the ball, the average intensity is calculated. +This is done for the entire image. +The result is subtracted from the original image. + +This port from ImageJ contains two ball types, a spheral ball and a paraboloid. +A paraboloid handles edges more gently, reducing the appearance of artifacts along boundaries. +This is beneficial in applications such as microscopy, where accurate boundary representation is essential. + +:::{hint} +The radius of the ball should be set to at least the size of the largest object that does not belong to the background. +::: + +:::{note} +The implementation in ImageC was taken from the original ImageJ and ported to C++ based on the NIH Image Pascal version by Michael Castle and Janice Keller of the University of Michigan Mental Health Research Institute. +::: + + + diff --git a/docs/fundamentals/commands/images/blur_kernerl.drawio.svg b/docs/fundamentals/commands/images/blur_kernerl.drawio.svg new file mode 100644 index 0000000..efe40bd --- /dev/null +++ b/docs/fundamentals/commands/images/blur_kernerl.drawio.svg @@ -0,0 +1,353 @@ + + + + + + + +
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