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//! Connected component labeling/analysis
//!
//! https://en.wikipedia.org/wiki/Connected-component_labeling
use super::{Image, ImageFill, PixelConnectivity};
#[derive(Clone, Debug, Eq, PartialEq)]
pub struct ConnectedComponentItem {
pub mask: Image,
pub mass: u16,
pub x: u8,
pub y: u8,
}
pub struct ConnectedComponent;
impl ConnectedComponent {
/// Identify clusters of connected pixels with an `ignore_mask` of areas to be ignored
///
/// Each object is a mask, where it's 1 the object is present, where it's 0 there is no object.
///
/// Counts the number of pixels in each of the objects, so that this costly operation can be avoided.
pub fn find_objects_with_ignore_mask_inner(connectivity: PixelConnectivity, image: &Image, ignore_mask: &Image) -> anyhow::Result<Vec<ConnectedComponentItem>> {
if ignore_mask.size() != image.size() {
return Err(anyhow::anyhow!("The size of the ignore_mask must be the same, but is different"));
}
let mut object_mask_vec = Vec::<ConnectedComponentItem>::new();
let mut accumulated_mask: Image = ignore_mask.clone();
for y in 0..(image.height() as i32) {
for x in 0..(image.width() as i32) {
// Only visit pixels that have not yet been visited
let mask_value: u8 = accumulated_mask.get(x, y).unwrap_or(255);
if mask_value > 0 {
// This pixel has already been visited, ignore it
continue;
}
// Flood fill
let color: u8 = image.get(x, y).unwrap_or(255);
let mut object_mask = ignore_mask.clone();
object_mask.mask_flood_fill(&image, x, y, color, connectivity)?;
// Clear pixels that are in the original ignore_mask
for yy in 0..(image.height() as i32) {
for xx in 0..(image.width() as i32) {
let mask_value: u8 = ignore_mask.get(xx, yy).unwrap_or(255);
if mask_value > 0 {
let _ = object_mask.set(xx, yy, 0);
}
}
}
// Copy the mask into the accumulated mask, so that the pixel doesn't get visited again
//
// Count the number of pixels in the mask that are non-zero.
//
// Determine the top/left coordinate of where the mask has a non-zero pixel.
let mut mass: u32 = 0;
let mut first_nonzero_pixel_x: u8 = 0;
let mut first_nonzero_pixel_y: u8 = 0;
for yy in 0..image.height() {
for xx in 0..image.width() {
let mask_value: u8 = object_mask.get(xx as i32, yy as i32).unwrap_or(255);
if mask_value == 0 {
continue;
}
let _ = accumulated_mask.set(xx as i32, yy as i32, 1);
if mass == 0 {
first_nonzero_pixel_x = xx;
first_nonzero_pixel_y = yy;
}
mass += 1;
}
}
let mass: u16 = mass.min(u16::MAX as u32) as u16;
let item = ConnectedComponentItem {
mask: object_mask,
mass,
x: first_nonzero_pixel_x,
y: first_nonzero_pixel_y,
};
object_mask_vec.push(item);
}
}
Ok(object_mask_vec)
}
/// Identify clusters of connected pixels
///
/// Each object is a mask, where it's 1 the object is present, where it's 0 there is no object.
pub fn find_objects(connectivity: PixelConnectivity, image: &Image) -> anyhow::Result<Vec<Image>> {
let ignore_mask = Image::zero(image.width(), image.height());
Self::find_objects_with_ignore_mask(connectivity, image, &ignore_mask)
}
/// Identify clusters of connected pixels with an `ignore_mask` of areas to be ignored
///
/// Each object is a mask, where it's 1 the object is present, where it's 0 there is no object.
pub fn find_objects_with_ignore_mask(connectivity: PixelConnectivity, image: &Image, ignore_mask: &Image) -> anyhow::Result<Vec<Image>> {
let items: Vec<ConnectedComponentItem> = Self::find_objects_with_ignore_mask_inner(connectivity, image, ignore_mask)?;
let images: Vec<Image> = items.into_iter().map(|item| item.mask ).collect();
Ok(images)
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::arc::{ImageStack, ImageTryCreate, ImageObjectEnumerate};
#[test]
fn test_10000_find_objects_neighbors() {
// Arrange
let pixels: Vec<u8> = vec![
5, 5, 5, 5, 5,
5, 8, 8, 5, 8,
5, 8, 5, 5, 8,
5, 5, 5, 5, 8,
];
let input: Image = Image::try_create(5, 4, pixels).expect("image");
// Act
let mask_vec: Vec<Image> = ConnectedComponent::find_objects(PixelConnectivity::Connectivity4, &input).expect("vec");
// Assert
assert_eq!(mask_vec.len(), 3);
let output: Image = Image::vstack(mask_vec).expect("image");
let expected_pixels: Vec<u8> = vec![
1, 1, 1, 1, 1,
1, 0, 0, 1, 0,
1, 0, 1, 1, 0,
1, 1, 1, 1, 0,
0, 0, 0, 0, 0,
0, 1, 1, 0, 0,
0, 1, 0, 0, 0,
0, 0, 0, 0, 0,
0, 0, 0, 0, 0,
0, 0, 0, 0, 1,
0, 0, 0, 0, 1,
0, 0, 0, 0, 1,
];
let expected = Image::create_raw(5, 4*3, expected_pixels);
assert_eq!(output, expected);
}
#[test]
fn test_10001_find_objects_neighbors() {
// Arrange
let pixels: Vec<u8> = vec![
5, 5, 5, 5, 5,
5, 6, 6, 6, 5,
5, 6, 5, 6, 5,
5, 6, 6, 6, 5,
5, 5, 5, 5, 5,
];
let input: Image = Image::try_create(5, 5, pixels).expect("image");
// Act
let mask_vec: Vec<Image> = ConnectedComponent::find_objects(PixelConnectivity::Connectivity4, &input).expect("vec");
// Assert
assert_eq!(mask_vec.len(), 3);
let output: Image = Image::vstack(mask_vec).expect("image");
let expected_pixels: Vec<u8> = vec![
1, 1, 1, 1, 1,
1, 0, 0, 0, 1,
1, 0, 0, 0, 1,
1, 0, 0, 0, 1,
1, 1, 1, 1, 1,
0, 0, 0, 0, 0,
0, 1, 1, 1, 0,
0, 1, 0, 1, 0,
0, 1, 1, 1, 0,
0, 0, 0, 0, 0,
0, 0, 0, 0, 0,
0, 0, 0, 0, 0,
0, 0, 1, 0, 0,
0, 0, 0, 0, 0,
0, 0, 0, 0, 0,
];
let expected = Image::create_raw(5, 5*3, expected_pixels);
assert_eq!(output, expected);
}
#[test]
fn test_10002_find_objects_neighbors() {
// Arrange
let pixels: Vec<u8> = vec![
9, 5, 5,
5, 9, 5,
5, 5, 9,
];
let input: Image = Image::try_create(3, 3, pixels).expect("image");
// Act
let mask_vec: Vec<Image> = ConnectedComponent::find_objects(PixelConnectivity::Connectivity4, &input).expect("vec");
// Assert
assert_eq!(mask_vec.len(), 5);
let output: Image = Image::vstack(mask_vec).expect("image");
let expected_pixels: Vec<u8> = vec![
1, 0, 0,
0, 0, 0,
0, 0, 0,
0, 1, 1,
0, 0, 1,
0, 0, 0,
0, 0, 0,
1, 0, 0,
1, 1, 0,
0, 0, 0,
0, 1, 0,
0, 0, 0,
0, 0, 0,
0, 0, 0,
0, 0, 1,
];
let expected = Image::create_raw(3, 3*5, expected_pixels);
assert_eq!(output, expected);
}
#[test]
fn test_10003_find_objects_neighbors() {
// Arrange
let pixels: Vec<u8> = vec![
0, 0, 0,
0, 1, 0,
0, 0, 0,
];
let input: Image = Image::try_create(3, 3, pixels).expect("image");
// Act
let mask_vec: Vec<Image> = ConnectedComponent::find_objects(PixelConnectivity::Connectivity4, &input).expect("vec");
// Assert
assert_eq!(mask_vec.len(), 2);
let output: Image = Image::vstack(mask_vec).expect("image");
let expected_pixels: Vec<u8> = vec![
1, 1, 1,
1, 0, 1,
1, 1, 1,
0, 0, 0,
0, 1, 0,
0, 0, 0,
];
let expected = Image::create_raw(3, 3*2, expected_pixels);
assert_eq!(output, expected);
}
#[test]
fn test_10004_find_objects_neighbors() {
// Arrange
let pixels: Vec<u8> = vec![
1, 1, 1,
1, 0, 1,
1, 1, 1,
];
let input: Image = Image::try_create(3, 3, pixels).expect("image");
// Act
let mask_vec: Vec<Image> = ConnectedComponent::find_objects(PixelConnectivity::Connectivity4, &input).expect("vec");
// Assert
assert_eq!(mask_vec.len(), 2);
let output: Image = Image::vstack(mask_vec).expect("image");
let expected_pixels: Vec<u8> = vec![
1, 1, 1,
1, 0, 1,
1, 1, 1,
0, 0, 0,
0, 1, 0,
0, 0, 0,
];
let expected = Image::create_raw(3, 3*2, expected_pixels);
assert_eq!(output, expected);
}
#[test]
fn test_100005_find_objects_connectivity4() {
// Arrange
let pixels: Vec<u8> = vec![
7, 7, 7, 0, 0, 5,
7, 7, 7, 0, 0, 5,
7, 7, 7, 0, 0, 5,
8, 8, 8, 8, 5, 8,
8, 8, 8, 5, 8, 8,
8, 7, 8, 8, 8, 8,
7, 8, 7, 8, 8, 8,
];
let input: Image = Image::try_create(6, 7, pixels).expect("image");
// Act
let actual: Vec<Image> = ConnectedComponent::find_objects(PixelConnectivity::Connectivity4, &input).expect("vec");
// Assert
assert_eq!(actual.len(), 10);
let enumerated_objects: Image = Image::object_enumerate(&actual).expect("ok");
let expected_pixels: Vec<u8> = vec![
1, 1, 1, 2, 2, 3,
1, 1, 1, 2, 2, 3,
1, 1, 1, 2, 2, 3,
4, 4, 4, 4, 5, 4,
4, 4, 4, 6, 4, 4,
4, 7, 4, 4, 4, 4,
8, 9, 10, 4, 4, 4,
];
let expected: Image = Image::try_create(6, 7, expected_pixels).expect("image");
assert_eq!(enumerated_objects, expected);
}
#[test]
fn test_20000_find_objects_with_ignore_mask_inner() {
// Arrange
let pixels: Vec<u8> = vec![
9, 5, 5,
5, 9, 5,
5, 5, 9,
];
let input: Image = Image::try_create(3, 3, pixels).expect("image");
let ignore_mask = Image::zero(input.width(), input.height());
// Act
let mask_vec: Vec<ConnectedComponentItem> = ConnectedComponent::find_objects_with_ignore_mask_inner(PixelConnectivity::Connectivity8, &input, &ignore_mask).expect("vec");
// Assert
let mut expected = Vec::<ConnectedComponentItem>::new();
{
let pixels: Vec<u8> = vec![
1, 0, 0,
0, 1, 0,
0, 0, 1,
];
let mask: Image = Image::try_create(3, 3, pixels).expect("image");
let item = ConnectedComponentItem {
mask,
mass: 3,
x: 0,
y: 0,
};
expected.push(item);
}
{
let pixels: Vec<u8> = vec![
0, 1, 1,
1, 0, 1,
1, 1, 0,
];
let mask: Image = Image::try_create(3, 3, pixels).expect("image");
let item = ConnectedComponentItem {
mask,
mass: 6,
x: 1,
y: 0,
};
expected.push(item);
}
assert_eq!(mask_vec, expected);
}
#[test]
fn test_20001_find_objects_with_ignore_mask_inner() {
// Arrange
let pixels: Vec<u8> = vec![
5, 5, 5, 5,
5, 5, 9, 9,
9, 5, 5, 5,
9, 9, 5, 5,
];
let input: Image = Image::try_create(4, 4, pixels).expect("image");
let ignore_pixels: Vec<u8> = vec![
1, 1, 1, 1,
1, 1, 0, 0,
0, 1, 1, 1,
0, 0, 1, 1,
];
let ignore_mask: Image = Image::try_create(4, 4, ignore_pixels).expect("image");
// Act
let mask_vec: Vec<ConnectedComponentItem> = ConnectedComponent::find_objects_with_ignore_mask_inner(PixelConnectivity::Connectivity8, &input, &ignore_mask).expect("vec");
// Assert
let mut expected = Vec::<ConnectedComponentItem>::new();
{
let pixels: Vec<u8> = vec![
0, 0, 0, 0,
0, 0, 1, 1,
0, 0, 0, 0,
0, 0, 0, 0,
];
let mask: Image = Image::try_create(4, 4, pixels).expect("image");
let item = ConnectedComponentItem {
mask,
mass: 2,
x: 2,
y: 1,
};
expected.push(item);
}
{
let pixels: Vec<u8> = vec![
0, 0, 0, 0,
0, 0, 0, 0,
1, 0, 0, 0,
1, 1, 0, 0,
];
let mask: Image = Image::try_create(4, 4, pixels).expect("image");
let item = ConnectedComponentItem {
mask,
mass: 3,
x: 0,
y: 2,
};
expected.push(item);
}
assert_eq!(mask_vec, expected);
}
#[test]
fn test_30000_find_objects_all() {
// Arrange
let pixels: Vec<u8> = vec![
9, 5, 5,
5, 9, 5,
5, 5, 9,
];
let input: Image = Image::try_create(3, 3, pixels).expect("image");
// Act
let mask_vec: Vec<Image> = ConnectedComponent::find_objects(PixelConnectivity::Connectivity8, &input).expect("vec");
// Assert
assert_eq!(mask_vec.len(), 2);
let output: Image = Image::vstack(mask_vec).expect("image");
let expected_pixels: Vec<u8> = vec![
1, 0, 0,
0, 1, 0,
0, 0, 1,
0, 1, 1,
1, 0, 1,
1, 1, 0,
];
let expected = Image::create_raw(3, 3*2, expected_pixels);
assert_eq!(output, expected);
}
#[test]
fn test_40000_find_objects_with_ignore_mask() {
// Arrange
let pixels: Vec<u8> = vec![
9, 5, 5,
5, 9, 5,
5, 5, 9,
];
let input: Image = Image::try_create(3, 3, pixels).expect("image");
let mask_pixels: Vec<u8> = vec![
1, 1, 0,
1, 1, 0,
0, 0, 0,
];
let ignore_mask: Image = Image::try_create(3, 3, mask_pixels).expect("image");
// Act
let mask_vec: Vec<Image> = ConnectedComponent::find_objects_with_ignore_mask(PixelConnectivity::Connectivity8, &input, &ignore_mask).expect("vec");
// Assert
assert_eq!(mask_vec.len(), 2);
let output: Image = Image::vstack(mask_vec).expect("image");
let expected_pixels: Vec<u8> = vec![
0, 0, 1,
0, 0, 1,
1, 1, 0,
0, 0, 0,
0, 0, 0,
0, 0, 1,
];
let expected = Image::create_raw(3, 3*2, expected_pixels);
assert_eq!(output, expected);
}
#[test]
fn test_40001_find_objects_with_ignore_mask() {
// Arrange
let pixels: Vec<u8> = vec![
5, 5, 6, 6,
5, 5, 6, 6,
5, 5, 6, 6,
5, 5, 6, 6,
];
let input: Image = Image::try_create(4, 4, pixels).expect("image");
let mask_pixels: Vec<u8> = vec![
0, 0, 0, 0,
0, 1, 1, 0,
0, 1, 1, 0,
0, 0, 0, 0,
];
let ignore_mask: Image = Image::try_create(4, 4, mask_pixels).expect("image");
// Act
let mask_vec: Vec<Image> = ConnectedComponent::find_objects_with_ignore_mask(PixelConnectivity::Connectivity8, &input, &ignore_mask).expect("vec");
// Assert
assert_eq!(mask_vec.len(), 2);
let output: Image = Image::vstack(mask_vec).expect("image");
let expected_pixels: Vec<u8> = vec![
1, 1, 0, 0,
1, 0, 0, 0,
1, 0, 0, 0,
1, 1, 0, 0,
0, 0, 1, 1,
0, 0, 0, 1,
0, 0, 0, 1,
0, 0, 1, 1,
];
let expected = Image::create_raw(4, 4*2, expected_pixels);
assert_eq!(output, expected);
}
}