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initial implementation of fast blur
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torfmaster committed Aug 2, 2024
1 parent e176cd4 commit 8bfed44
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224 changes: 224 additions & 0 deletions src/imageops/fast_blur.rs
Original file line number Diff line number Diff line change
@@ -0,0 +1,224 @@
use std::{
cmp::{max, min},
ops::Deref,
};

use crate::{ImageBuffer, Pixel, Primitive};

/// Approximation of Gaussian blur after
/// Kovesi, P.: Fast Almost-Gaussian Filtering The Australian Pattern
/// Recognition Society Conference: DICTA 2010. December 2010. Sydney.
pub fn fast_blur<P: Pixel, Container>(image_buffer: &mut ImageBuffer<P, Container>, sigma: f32)
where
Container: Deref<Target = [P::Subpixel]> + AsMut<[P::Subpixel]>,
{
let (width, height) = image_buffer.dimensions();
let samples = image_buffer.as_flat_samples_mut().samples;

let num_passes = 3;

let boxes = boxes_for_gauss(sigma, num_passes);

for pass in 0..num_passes {
let radius = boxes[pass];
let mut horizontally_blurred = my_fast_horizontal_blur::<P::Subpixel>(
samples,
width as usize,
height as usize,
radius,
P::CHANNEL_COUNT as usize,
);
let totally_blurred = my_fast_vertical_blur::<P::Subpixel>(
&mut horizontally_blurred,
width as usize,
height as usize,
radius,
P::CHANNEL_COUNT as usize,
);
samples.copy_from_slice(&totally_blurred);
}
}

fn boxes_for_gauss(sigma: f32, n: usize) -> Vec<usize> {
let w_ideal = f32::sqrt((12.0 * sigma * sigma / (n as f32)) + 1.0);
let mut w_l = w_ideal.floor();
if w_l % 2.0 == 0.0 {
w_l -= 1.0
};
let w_u = w_l + 2.0;

let m_ideal = (12.0 * sigma * sigma
- (n as f32) * (w_l) * (w_l)
- 4.0 * (n as f32) * (w_l)
- 3.0 * (n as f32))
/ (-4.0 * (w_l) - 4.0);
let m = f32::round(m_ideal) as usize;

let mut box_sizes: Vec<usize> = vec![];
for i in 0..n {
box_sizes.push(if i < m { w_l as usize } else { w_u as usize });
}
return box_sizes;
}

fn channel_idx(channel: usize, idx: usize) -> usize {
3 * idx + channel
}

fn my_fast_horizontal_blur<P: Primitive>(
samples: &mut [P],
width: usize,
height: usize,
r: usize,
channel_num: usize,
) -> Vec<P> {
let channel_size = width * height;

let mut out_samples: Vec<P> = vec![P::from(0).unwrap(); channel_size * 3];
let mut vals = vec![0.0; channel_num];

let min_value = P::DEFAULT_MIN_VALUE.to_f32().unwrap();
let max_value = P::DEFAULT_MAX_VALUE.to_f32().unwrap();

for i in 0..height {
for channel in 0..channel_num {
vals[channel] = {
let mut val = 0.0;
for x in (-(r as isize))..(r + 1) as isize {
val += extended_f(samples, width, height, x, i as isize, channel)
.to_f32()
.unwrap_or(0.0);
}
val
};
}

for j in 0..width {
for channel in 0..channel_num {
let val = vals[channel] / (2.0 * r as f32 + 1.0);
let val = if val < min_value {
min_value
} else if val > max_value {
max_value
} else {
val
};
let val = P::from(val).unwrap();

out_samples[channel_idx(channel, i * width + j)] = val;
vals[channel] = vals[channel]
- extended_f(
samples,
width,
height,
j as isize - r as isize,
i as isize,
channel,
)
.to_f32()
.unwrap_or(0.0)
+ extended_f(
samples,
width,
height,
{ j + r + 1 } as isize,
i as isize,
channel,
)
.to_f32()
.unwrap_or(0.0)
}
}
}

out_samples
}

fn my_fast_vertical_blur<P: Primitive>(
samples: &mut [P],
width: usize,
height: usize,
r: usize,
channel_num: usize,
) -> Vec<P> {
let channel_size = width * height;

let mut out_samples: Vec<P> = vec![P::from(0).unwrap(); channel_size * channel_num];
let mut vals = vec![0.0; channel_num];

let min_value = P::DEFAULT_MIN_VALUE.to_f32().unwrap();
let max_value = P::DEFAULT_MAX_VALUE.to_f32().unwrap();

for j in 0..width {
for channel in 0..channel_num {
vals[channel] = {
let mut val = 0.0;
for y in (-(r as isize))..(r + 1) as isize {
val += extended_f(samples, width, height, j as isize, y, channel)
.to_f32()
.unwrap();
}
val
};
}

for i in 0..height {
for channel in 0..channel_num {
let val = vals[channel] / (2.0 * (r as f32) + 1.0);
let val = if val < min_value {
min_value
} else if val > max_value {
max_value
} else {
val
};
let valc = P::from(val);
let val = match valc {
Some(a) => a,
None => {
dbg!(val);
panic!()
}
};

out_samples[channel_idx(channel, i * width + j)] = val;
vals[channel] = vals[channel]
- extended_f(
samples,
width,
height,
j as isize,
i as isize - r as isize,
channel,
)
.to_f32()
.unwrap()
+ extended_f(
samples,
width,
height,
j as isize,
i as isize + (r + 1) as isize,
channel,
)
.to_f32()
.unwrap();
}
}
}

out_samples
}

fn extended_f<P: Primitive>(
samples: &mut [P],
width: usize,
height: usize,
x: isize,
y: isize,
channel: usize,
) -> P {
let x = min(width as isize - 1, max(0, x)) as usize;
let y = min(height as isize - 1, max(0, y)) as usize;
samples[channel_idx(channel, y * width + x)]
}
3 changes: 3 additions & 0 deletions src/imageops/mod.rs
Original file line number Diff line number Diff line change
Expand Up @@ -31,8 +31,11 @@ mod affine;
// Public only because of Rust bug:
// https://github.com/rust-lang/rust/issues/18241
pub mod colorops;
mod fast_blur;
mod sample;

pub use fast_blur::fast_blur;

/// Return a mutable view into an image
/// The coordinates set the position of the top left corner of the crop.
pub fn crop<I: GenericImageView>(
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