Implement sobel filter

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cdo committed 2026-10-27 19:08:39 +00:00
1 parent 5af54f2702
commit 6258219ff2
3 files changed
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pub mod sobel;
pub use sobel::sobel;
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use crate::image::*;
use crate::kernel::Kernel;
use crate::*;
#[derive(Clone, Copy, Debug, PartialEq)]
pub struct Vector {
pub magnitude: f32,
pub direction: f32,
}
impl Default for Vector {
fn default() -> Self {
Vector {
magnitude: 0.0,
direction: 0.0,
}
}
}
const KERNEL_X: [[f32; 3]; 3] =
[[-1.0, 0.0, 1.0], [-2.0, 0.0, 2.0], [-1.0, 0.0, 1.0]];
const KERNEL_Y: [[f32; 3]; 3] =
[[-1.0, -2.0, -1.0], [0.0, 0.0, 0.0], [1.0, 2.0, 1.0]];
pub fn sobel(img: Image<Luminance>) -> Image<Vector> {
let x_edges = KERNEL_X.convolve(&img);
let y_edges = KERNEL_Y.convolve(&img);
let mut result = image::Image::<Vector>::with_extent(x_edges.extent);
result.for_each(|x, y, p| {
let gx = x_edges.at(x, y).y;
let gy = y_edges.at(x, y).y;
p.magnitude = norm(gx, gy);
p.direction = gy.atan2(gx);
});
normalise_magnitude(&mut result);
result
}
fn norm(x: f32, y: f32) -> f32 {
(x * x + y * y).sqrt()
}
fn normalise_magnitude(img: &mut Image<Vector>) {
let mut max = f32::NEG_INFINITY;
for p in &img.pixels {
if p.magnitude > max {
max = p.magnitude;
}
}
img.for_each(|_, _, p| {
p.magnitude /= max;
});
}
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pub mod image; pub mod image;
pub mod kernel; pub mod kernel;
pub mod filter;