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author | Tavian Barnes <tavianator@tavianator.com> | 2020-05-02 13:58:14 -0400 |
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committer | Tavian Barnes <tavianator@tavianator.com> | 2020-05-03 00:16:33 -0400 |
commit | b58924b5a2534f845b996a2d58ab618301f1d450 (patch) | |
tree | 38248c4cbc9379d121660f8d414fee11677def2a | |
parent | dd2336f76bfaff01ccb5b57f4453629ff62016b3 (diff) | |
download | kd-forest-b58924b5a2534f845b996a2d58ab618301f1d450.tar.xz |
frontier/mean: Implement mean selection
-rw-r--r-- | src/frontier.rs | 1 | ||||
-rw-r--r-- | src/frontier/mean.rs | 140 |
2 files changed, 141 insertions, 0 deletions
diff --git a/src/frontier.rs b/src/frontier.rs index e1b6528..7143cb7 100644 --- a/src/frontier.rs +++ b/src/frontier.rs @@ -1,6 +1,7 @@ //! Frontiers on which to place pixels. pub mod image; +pub mod mean; pub mod min; use crate::color::{ColorSpace, Rgb8}; diff --git a/src/frontier/mean.rs b/src/frontier/mean.rs new file mode 100644 index 0000000..889c5ba --- /dev/null +++ b/src/frontier/mean.rs @@ -0,0 +1,140 @@ +//! Mean selection frontier. + +use super::{neighbors, Frontier, Pixel}; + +use crate::color::{ColorSpace, Rgb8}; +use crate::metric::soft::SoftKdForest; +use crate::metric::NearestNeighbors; + +use std::iter; +use std::rc::Rc; + +/// A pixel on a mean frontier. +#[derive(Debug)] +enum MeanPixel<C> { + Empty, + Fillable(Rc<Pixel<C>>), + Filled(C), +} + +impl<C: ColorSpace> MeanPixel<C> { + fn filled_color(&self) -> Option<C> { + match self { + Self::Filled(color) => Some(*color), + _ => None, + } + } +} + +/// A [Frontier] that looks at the average color of each pixel's neighbors. +pub struct MeanFrontier<C> { + pixels: Vec<MeanPixel<C>>, + forest: SoftKdForest<Rc<Pixel<C>>>, + width: u32, + height: u32, + len: usize, + deleted: usize, +} + +impl<C: ColorSpace> MeanFrontier<C> { + /// Create a MeanFrontier with the given dimensions and initial pixel location. + pub fn new(width: u32, height: u32, x0: u32, y0: u32) -> Self { + let size = (width as usize) * (height as usize); + let mut pixels = Vec::with_capacity(size); + for _ in 0..size { + pixels.push(MeanPixel::Empty); + } + + let pixel0 = Rc::new(Pixel::new(x0, y0, C::from(Rgb8::from([0, 0, 0])))); + let i = (x0 + y0 * width) as usize; + pixels[i] = MeanPixel::Fillable(pixel0.clone()); + + Self { + pixels, + forest: iter::once(pixel0).collect(), + width, + height, + len: 1, + deleted: 0, + } + } + + fn pixel_index(&self, x: u32, y: u32) -> usize { + debug_assert!(x < self.width); + debug_assert!(y < self.height); + + (x + y * self.width) as usize + } + + fn fill(&mut self, x: u32, y: u32, color: C) { + let i = self.pixel_index(x, y); + match &self.pixels[i] { + MeanPixel::Empty => {} + MeanPixel::Fillable(pixel) => { + pixel.delete(); + self.deleted += 1; + } + _ => unreachable!(), + } + self.pixels[i] = MeanPixel::Filled(color); + + let mut pixels = Vec::new(); + for &(x, y) in &neighbors(x, y) { + if x < self.width && y < self.height { + let i = self.pixel_index(x, y); + match &self.pixels[i] { + MeanPixel::Empty => {} + MeanPixel::Fillable(pixel) => { + pixel.delete(); + self.deleted += 1; + } + MeanPixel::Filled(_) => continue, + } + let color = C::average( + neighbors(x, y) + .iter() + .filter(|(x, y)| *x < self.width && *y < self.height) + .map(|(x, y)| self.pixel_index(*x, *y)) + .map(|i| &self.pixels[i]) + .map(MeanPixel::filled_color) + .flatten(), + ); + let pixel = Rc::new(Pixel::new(x, y, color)); + self.pixels[i] = MeanPixel::Fillable(pixel.clone()); + pixels.push(pixel); + } + } + + self.len += pixels.len(); + self.forest.extend(pixels); + + if 2 * self.deleted >= self.len { + self.forest.rebuild(); + self.len -= self.deleted; + self.deleted = 0; + } + } +} + +impl<C: ColorSpace> Frontier for MeanFrontier<C> { + fn width(&self) -> u32 { + self.width + } + + fn height(&self) -> u32 { + self.height + } + + fn len(&self) -> usize { + self.len - self.deleted + } + + fn place(&mut self, rgb8: Rgb8) -> Option<(u32, u32)> { + let color = C::from(rgb8); + let (x, y) = self.forest.nearest(&color).map(|n| n.item.pos)?; + + self.fill(x, y, color); + + Some((x, y)) + } +} |