//! 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> { 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::::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> { 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> { let items: Vec = Self::find_objects_with_ignore_mask_inner(connectivity, image, ignore_mask)?; let images: Vec = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = ConnectedComponent::find_objects_with_ignore_mask_inner(PixelConnectivity::Connectivity8, &input, &ignore_mask).expect("vec"); // Assert let mut expected = Vec::::new(); { let pixels: Vec = 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 = 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 = 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 = 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 = ConnectedComponent::find_objects_with_ignore_mask_inner(PixelConnectivity::Connectivity8, &input, &ignore_mask).expect("vec"); // Assert let mut expected = Vec::::new(); { let pixels: Vec = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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 = 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); } }