Implement basic kernel convolution

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cdo committed 2026-10-25 22:24:52 +00:00
1 parent af65f622a6
commit dd8300ee7c
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use crate::*;
pub trait Kernel {
fn convolve(&self, img: &image::Image) -> image::Image;
}
fn sum<const N: usize>(kernel: &[[f32; N]; N]) -> f32 {
let mut x = 0.0;
for i in 0..N {
for j in 0..N {
x += kernel[j][i];
}
}
x
}
impl<const N: usize> Kernel for [[f32; N]; N] {
fn convolve(&self, img: &image::Image) -> image::Image {
let l = N as u32 / 2;
let mag = sum(self);
let extent = image::Extent {
x: img.extent.x - 2 * l,
y: img.extent.y - 2 * l,
};
let mut pixels = Vec::with_capacity(extent.size() as usize);
for y in 0..extent.y {
for x in 0..extent.x {
let mut pixel = image::Pixel::default();
for i in 0..N {
for j in 0..N {
let img_x = x as usize + i;
let img_y = y as usize + j;
let idx = img_y * img.extent.x as usize + img_x;
pixel += img.pixels[idx] * self[j][i];
}
}
pixels.push(pixel / mag);
}
}
image::Image { extent, pixels }
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn size_of_result_img() {
let input = image::Image {
extent: image::Extent { x: 6, y: 10 },
pixels: vec![image::Pixel::default(); 60],
};
let kernel = [[1.0, 1.0, 1.0], [1.0, 1.0, 1.0], [1.0, 1.0, 1.0]];
let output = kernel.convolve(&input);
assert_eq!(output.extent.x, 4);
assert_eq!(output.extent.y, 8);
}
#[test]
fn single_pixel_result() {
let input = image::Image {
extent: image::Extent { x: 3, y: 3 },
pixels: vec![
image::Pixel::rgba(0.1, 0.0, 0.0, 1.0),
image::Pixel::rgba(0.0, 0.2, 0.0, 1.0),
image::Pixel::rgba(0.0, 0.0, 0.3, 1.0),
image::Pixel::rgba(0.2, 0.0, 0.0, 1.0),
image::Pixel::rgba(0.0, 0.3, 0.0, 1.0),
image::Pixel::rgba(0.0, 0.0, 0.1, 1.0),
image::Pixel::rgba(0.3, 0.0, 0.0, 1.0),
image::Pixel::rgba(0.0, 0.1, 0.0, 1.0),
image::Pixel::rgba(0.0, 0.0, 0.2, 1.0),
],
};
let kernel = [[0.1, 0.2, 0.3], [0.4, 0.5, 0.6], [0.7, 0.8, 0.9]];
let output = kernel.convolve(&input);
assert_eq!(output.extent.x, 1);
assert_eq!(output.extent.y, 1);
assert_eq!(
output.pixels[0].r,
(0.1 * 0.1 + 0.2 * 0.4 + 0.3 * 0.7) / 4.5,
);
assert_eq!(
output.pixels[0].g,
(0.2 * 0.2 + 0.3 * 0.5 + 0.1 * 0.8) / 4.5,
);
assert_eq!(
output.pixels[0].b,
(0.3 * 0.3 + 0.1 * 0.6 + 0.2 * 0.9) / 4.5,
);
assert_eq!(output.pixels[0].a, 1.0);
}
}
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pub mod image; pub mod image;
pub mod kernel;