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vtracer/crates/vtracer/tests/equivalence.rs
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Chris Tsang 46a1b90ccd Add watershed clustering: hierarchical watershed frontend
An alternative region-forming frontend selected by --clustering watershed
(the color_mode field is replaced by clustering: color-cluster | bw |
watershed across CLI, Rust, Python, and Node — it selects the algorithm,
not a color space).

The algorithm is the watershed hierarchy by volume on the 4-adjacency
pixel graph, implemented from the papers:

  Cousty, Bertrand, Najman, Couprie, "Watershed Cuts: Minimum Spanning
  Forests and the Drop of Water Principle", IEEE TPAMI 31(8), 2009.
  Najman, Cousty, Perret, "Playing with Kruskal", ISMM 2013.

Edge weights are the max per-channel color difference between adjacent
pixels (no gradient image); a counting-sorted Kruskal pass builds the
binary partition tree as a flat parents array; a leaves-to-root pass
computes subtree area and volume; each merge's persistence (the volume of
the smaller side, plateau-corrected) becomes its MST edge's saliency; and
cutting the hierarchy is single-linkage over MST edges below the cut
level. Watershed cuts label every pixel — no watershed-line pixel class —
so the output is a strict, gapless partition that drops straight into
both stacked and cutout modes. Integer arithmetic and flat u32 arrays
throughout; deterministic across platforms; ~66 ms on a 1400x775 photo.

The one dial, --watershed-detail (0..=255), maps exponentially to a
target region count (each +25.5 doubles it) since the persistence
distribution is far too skewed for a linear threshold. filter_speckle
absorbs undersized basins into their most color-similar neighbour rather
than dropping them, preserving the partition. The largest region is
emitted first as a solid full-canvas background layer so stacked mode
keeps its seam-free overdraw; the mosaic flatten is unaffected.

Tests: partition invariant (disjoint masks tiling the canvas), detail
monotonicity, min-area absorption, determinism, watershed cases in the
pipeline/golden suites, stacked-vs-cutout interior equivalence, a
watershed seam test, and SegmentKey coverage for the new params.
2026-07-27 14:45:25 +01:00

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//! Rasterize-and-diff equivalence between stacked and mosaic (cutout) modes.
//!
//! Both modes render the *same* flattened partition of the image — stacked by
//! painting layers top-down, mosaic as a gapless tessellation. So their
//! rasterizations must agree in every region interior; they may differ only
//! within a thin band along region boundaries, where the two fitting paths
//! legitimately place the edge a fraction of a pixel apart. This test asserts
//! exactly that: any pixel that differs must lie within ~1–2px of a boundary.
//!
//! `resvg` is a dev-dependency, so this never enters a wasm build.
use resvg::{tiny_skia, usvg};
use vtracer::{ColorImage, Config, FitMode, Hierarchical};
/// A few smooth colored discs on a background — curved boundaries, limited
/// boundary length, no thin (1px) features.
fn blobs(w: usize, h: usize) -> ColorImage {
let discs = [
(28.0f64, 30.0, 18.0, (210u8, 60, 60)),
(64.0, 40.0, 20.0, (60, 160, 90)),
(44.0, 68.0, 16.0, (70, 90, 200)),
];
let mut pixels = Vec::with_capacity(w * h * 4);
for y in 0..h {
for x in 0..w {
let mut col = (235u8, 230, 225); // background
for &(cx, cy, r, c) in &discs {
let dx = x as f64 - cx;
let dy = y as f64 - cy;
if dx * dx + dy * dy <= r * r {
col = c;
}
}
pixels.extend_from_slice(&[col.0, col.1, col.2, 255]);
}
}
ColorImage {
pixels,
width: w,
height: h,
}
}
fn rasterize(svg: &str, w: u32, h: u32) -> Vec<u8> {
let tree = usvg::Tree::from_str(svg, &usvg::Options::default()).expect("parse svg");
let mut pixmap = tiny_skia::Pixmap::new(w, h).expect("alloc pixmap");
resvg::render(&tree, tiny_skia::Transform::identity(), &mut pixmap.as_mut());
pixmap.data().to_vec()
}
/// Max per-channel difference between two RGBA pixels at index `i`.
fn pixel_diff(a: &[u8], b: &[u8], i: usize) -> u8 {
(0..4)
.map(|c| a[i + c].abs_diff(b[i + c]))
.max()
.unwrap_or(0)
}
/// Mark pixels within Chebyshev radius `r` of a color edge in either image.
fn boundary_band(a: &[u8], b: &[u8], w: usize, h: usize, r: i32) -> Vec<bool> {
const EDGE: u8 = 24;
let idx = |x: usize, y: usize| (y * w + x) * 4;
let mut edge = vec![false; w * h];
for y in 0..h {
for x in 0..w {
let i = idx(x, y);
// An edge is where either rendering changes color vs its right/down
// neighbor.
let mut is_edge = false;
for img in [a, b] {
if x + 1 < w && neighbor_diff(img, i, idx(x + 1, y)) > EDGE {
is_edge = true;
}
if y + 1 < h && neighbor_diff(img, i, idx(x, y + 1)) > EDGE {
is_edge = true;
}
}
if is_edge {
edge[y * w + x] = true;
}
}
}
// Dilate the edge set by r.
let mut band = vec![false; w * h];
for y in 0..h as i32 {
for x in 0..w as i32 {
let mut near = false;
'outer: for dy in -r..=r {
for dx in -r..=r {
let (nx, ny) = (x + dx, y + dy);
if nx >= 0 && ny >= 0 && (nx as usize) < w && (ny as usize) < h && edge[ny as usize * w + nx as usize] {
near = true;
break 'outer;
}
}
}
band[y as usize * w + x as usize] = near;
}
}
band
}
fn neighbor_diff(img: &[u8], i: usize, j: usize) -> u8 {
(0..4).map(|c| img[i + c].abs_diff(img[j + c])).max().unwrap_or(0)
}
fn assert_equivalent_with(mode: FitMode, clustering: vtracer::Clustering) {
let (w, h) = (96usize, 96usize);
let img = blobs(w, h);
let stacked = Config {
mode,
clustering,
hierarchical: Hierarchical::Stacked,
..Config::default()
}
.build()
.unwrap()
.to_svg(&img)
.unwrap();
let cutout = Config {
mode,
clustering,
hierarchical: Hierarchical::Cutout,
..Config::default()
}
.build()
.unwrap()
.to_svg(&img)
.unwrap();
let a = rasterize(&stacked, w as u32, h as u32);
let b = rasterize(&cutout, w as u32, h as u32);
assert_eq!(a.len(), b.len());
let band = boundary_band(&a, &b, w, h, 2);
const DIFF: u8 = 40;
let mut interior_mismatches = 0;
for p in 0..(w * h) {
let i = p * 4;
if pixel_diff(&a, &b, i) > DIFF && !band[p] {
interior_mismatches += 1;
}
}
// Every real difference must live in the boundary band; interiors match.
assert_eq!(
interior_mismatches, 0,
"{mode:?}: {interior_mismatches} interior pixels differ between stacked and cutout \
(differences must be confined to the boundary band)"
);
}
fn assert_equivalent(mode: FitMode) {
assert_equivalent_with(mode, vtracer::Clustering::ColorCluster);
}
#[test]
fn stacked_and_cutout_agree_in_interiors_spline() {
assert_equivalent(FitMode::Spline);
}
#[test]
fn stacked_and_cutout_agree_in_interiors_polygon() {
assert_equivalent(FitMode::Polygon);
}
#[test]
fn stacked_and_cutout_agree_in_interiors_pixel() {
assert_equivalent(FitMode::Pixel);
}
#[test]
fn watershed_stacked_and_cutout_agree_in_interiors() {
for mode in [FitMode::Pixel, FitMode::Spline] {
assert_equivalent_with(mode, vtracer::Clustering::Watershed);
}
}
// --- seam / show-through test -------------------------------------------------
fn rasterize_on(svg: &str, w: u32, h: u32, bg: [u8; 4]) -> Vec<u8> {
let tree = usvg::Tree::from_str(svg, &usvg::Options::default()).expect("parse svg");
let mut pixmap = tiny_skia::Pixmap::new(w, h).expect("alloc pixmap");
pixmap.fill(tiny_skia::Color::from_rgba8(bg[0], bg[1], bg[2], 255));
resvg::render(&tree, tiny_skia::Transform::identity(), &mut pixmap.as_mut());
pixmap.data().to_vec()
}
/// A full-canvas-coverage image rendered in stacked mode must be fully opaque:
/// solid layers overdraw with no gaps, so nothing shows through. Show-through
/// (backdrop-dependent pixels away from the canvas edge) means seams — which is
/// exactly the hole-punching bug this guards against.
fn assert_no_seams(clustering: vtracer::Clustering) {
let (w, h) = (96usize, 96usize);
let img = blobs(w, h); // background fills the whole canvas
let svg = Config {
mode: FitMode::Spline,
clustering,
hierarchical: Hierarchical::Stacked,
..Config::default()
}
.build()
.unwrap()
.to_svg(&img)
.unwrap();
let white = rasterize_on(&svg, w as u32, h as u32, [255, 255, 255, 255]);
let black = rasterize_on(&svg, w as u32, h as u32, [0, 0, 0, 255]);
// Count backdrop-dependent pixels, ignoring the 1px canvas border (the only
// legitimate outer-silhouette antialiasing for a full-coverage image).
let mut show_through = 0;
for y in 1..h - 1 {
for x in 1..w - 1 {
let i = (y * w + x) * 4;
if (0..3).any(|c| white[i + c].abs_diff(black[i + c]) > 8) {
show_through += 1;
}
}
}
assert_eq!(
show_through, 0,
"{clustering:?} stacked leaked {show_through} backdrop pixels — seams/holes in overdraw"
);
}
#[test]
fn stacked_has_no_seams() {
assert_no_seams(vtracer::Clustering::ColorCluster);
}
/// The watershed frontend emits disjoint region masks; its full-canvas solid
/// background layer is what restores overdraw. This guards that construction.
#[test]
fn watershed_stacked_has_no_seams() {
assert_no_seams(vtracer::Clustering::Watershed);
}