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Thomas Forgione 2021-07-05 16:24:00 +02:00
parent 37f8bacc3c
commit ebbe5b7ad0
3 changed files with 244 additions and 237 deletions

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View File

@ -4,7 +4,7 @@ version = "0.1.0"
authors = ["Thomas Forgione <thomas@tforgione.fr>"] authors = ["Thomas Forgione <thomas@tforgione.fr>"]
[dependencies] [dependencies]
image = "0.21.2" image = "0.23"
lazy_static = "0.2.11" lazy_static = "0.2.11"
[[bin]] [[bin]]

View File

@ -2,7 +2,7 @@
extern crate lazy_static; extern crate lazy_static;
extern crate image; extern crate image;
use image::{Pixel, GenericImage, ImageResult, Rgba, FilterType}; use image::{imageops::FilterType, GenericImage, ImageResult, Pixel, Rgba};
lazy_static! { lazy_static! {
/// This values is 20 * log10(255) /// This values is 20 * log10(255)
@ -12,19 +12,20 @@ lazy_static! {
/// Compute a MSE between an image and its color. /// Compute a MSE between an image and its color.
/// ///
/// Will panic an error if the two images don't have the same size. /// Will panic an error if the two images don't have the same size.
pub fn mse_color<P: Pixel<Subpixel=u8>, T: GenericImage<Pixel=P>>(img: &T, color: &Rgba<u8>) -> f64 { pub fn mse_color<P: Pixel<Subpixel = u8>, T: GenericImage<Pixel = P>>(
img: &T,
color: &Rgba<u8>,
) -> f64 {
let mut mse = 0.0; let mut mse = 0.0;
for x in 0..img.dimensions().0 { for x in 0..img.dimensions().0 {
for y in 0..img.dimensions().1 { for y in 0..img.dimensions().1 {
let p1 = img.get_pixel(x, y).to_rgba(); let p1 = img.get_pixel(x, y).to_rgba();
let dx = p1.data[0] as f64 - color.data[0] as f64; let dx = p1.0[0] as f64 - color.0[0] as f64;
let dy = p1.data[1] as f64 - color.data[1] as f64; let dy = p1.0[1] as f64 - color.0[1] as f64;
let dz = p1.data[2] as f64 - color.data[2] as f64; let dz = p1.0[2] as f64 - color.0[2] as f64;
let da = p1.data[3] as f64 - color.data[3] as f64; let da = p1.0[3] as f64 - color.0[3] as f64;
let dx = dx * dx; let dx = dx * dx;
let dy = dy * dy; let dy = dy * dy;
@ -41,22 +42,28 @@ pub fn mse_color<P: Pixel<Subpixel=u8>, T: GenericImage<Pixel=P>>(img: &T, color
/// Compute a MSE between two images. /// Compute a MSE between two images.
/// ///
/// Will panic an error if the two images don't have the same size. /// Will panic an error if the two images don't have the same size.
pub fn mse<P1: Pixel<Subpixel=u8>, T1: GenericImage<Pixel=P1>, P2: Pixel<Subpixel=u8>, T2: GenericImage<Pixel=P2>>(img1: &T1, img2: &T2) -> f64 { pub fn mse<
P1: Pixel<Subpixel = u8>,
T1: GenericImage<Pixel = P1>,
P2: Pixel<Subpixel = u8>,
T2: GenericImage<Pixel = P2>,
>(
img1: &T1,
img2: &T2,
) -> f64 {
assert_eq!(img1.dimensions(), img2.dimensions()); assert_eq!(img1.dimensions(), img2.dimensions());
let mut mse = 0.0; let mut mse = 0.0;
for x in 0..img1.dimensions().0 { for x in 0..img1.dimensions().0 {
for y in 0..img1.dimensions().1 { for y in 0..img1.dimensions().1 {
let p1 = img1.get_pixel(x, y).to_rgba(); let p1 = img1.get_pixel(x, y).to_rgba();
let p2 = img2.get_pixel(x, y).to_rgba(); let p2 = img2.get_pixel(x, y).to_rgba();
let dx = p1.data[0] as f64 - p2.data[0] as f64; let dx = p1.0[0] as f64 - p2.0[0] as f64;
let dy = p1.data[1] as f64 - p2.data[1] as f64; let dy = p1.0[1] as f64 - p2.0[1] as f64;
let dz = p1.data[2] as f64 - p2.data[2] as f64; let dz = p1.0[2] as f64 - p2.0[2] as f64;
let da = p1.data[3] as f64 - p2.data[3] as f64; let da = p1.0[3] as f64 - p2.0[3] as f64;
let dx = dx * dx; let dx = dx * dx;
let dy = dy * dy; let dy = dy * dy;
@ -71,18 +78,19 @@ pub fn mse<P1: Pixel<Subpixel=u8>, T1: GenericImage<Pixel=P1>, P2: Pixel<Subpixe
} }
/// Resizes img1 to the size of img2 and then compute the MSE between the images. /// Resizes img1 to the size of img2 and then compute the MSE between the images.
pub fn mse_resized<P: 'static + Pixel<Subpixel=u8>, T: 'static + GenericImage<Pixel=P>>(img1: &T, img2: &T, filter: FilterType) -> f64 { pub fn mse_resized<P: 'static + Pixel<Subpixel = u8>, T: 'static + GenericImage<Pixel = P>>(
img1: &T,
img2: &T,
filter: FilterType,
) -> f64 {
let img1 = image::imageops::resize(img1, img2.width(), img2.height(), filter); let img1 = image::imageops::resize(img1, img2.width(), img2.height(), filter);
mse(&img1, img2) mse(&img1, img2)
} }
/// Compute the PSNR from the MSE. /// Compute the PSNR from the MSE.
/// Returns 10 * log10(255^2) - 10 * log10(mse) /// Returns 10 * log10(255^2) - 10 * log10(mse)
pub fn mse_to_psnr(mse: f64) -> f64 { pub fn mse_to_psnr(mse: f64) -> f64 {
*TWENTY_LOG10_MAX - 10.0 * mse.log10() *TWENTY_LOG10_MAX - 10.0 * mse.log10()
} }
/// Computes the PSNR between two images of the same sizes. /// Computes the PSNR between two images of the same sizes.
@ -100,18 +108,19 @@ pub fn psnr_files(path1: &str, path2: &str) -> ImageResult<f64> {
/// Compute a MSE between an image and its color. /// Compute a MSE between an image and its color.
/// ///
/// Will panic an error if the two images don't have the same size. /// Will panic an error if the two images don't have the same size.
pub fn mse_color_without_alpha<P: Pixel<Subpixel=u8>, T: GenericImage<Pixel=P>>(img: &T, color: &Rgba<u8>) -> f64 { pub fn mse_color_without_alpha<P: Pixel<Subpixel = u8>, T: GenericImage<Pixel = P>>(
img: &T,
color: &Rgba<u8>,
) -> f64 {
let mut mse = 0.0; let mut mse = 0.0;
for x in 0..img.dimensions().0 { for x in 0..img.dimensions().0 {
for y in 0..img.dimensions().1 { for y in 0..img.dimensions().1 {
let p1 = img.get_pixel(x, y).to_rgba(); let p1 = img.get_pixel(x, y).to_rgba();
let dx = p1.data[0] as f64 - color.data[0] as f64; let dx = p1.0[0] as f64 - color.0[0] as f64;
let dy = p1.data[1] as f64 - color.data[1] as f64; let dy = p1.0[1] as f64 - color.0[1] as f64;
let dz = p1.data[2] as f64 - color.data[2] as f64; let dz = p1.0[2] as f64 - color.0[2] as f64;
let dx = dx * dx; let dx = dx * dx;
let dy = dy * dy; let dy = dy * dy;
@ -127,21 +136,27 @@ pub fn mse_color_without_alpha<P: Pixel<Subpixel=u8>, T: GenericImage<Pixel=P>>(
/// Compute a MSE between two images. /// Compute a MSE between two images.
/// ///
/// Will panic an error if the two images don't have the same size. /// Will panic an error if the two images don't have the same size.
pub fn mse_without_alpha<P1: Pixel<Subpixel=u8>, T1: GenericImage<Pixel=P1>, P2: Pixel<Subpixel=u8>, T2: GenericImage<Pixel=P2>>(img1: &T1, img2: &T2) -> f64 { pub fn mse_without_alpha<
P1: Pixel<Subpixel = u8>,
T1: GenericImage<Pixel = P1>,
P2: Pixel<Subpixel = u8>,
T2: GenericImage<Pixel = P2>,
>(
img1: &T1,
img2: &T2,
) -> f64 {
assert_eq!(img1.dimensions(), img2.dimensions()); assert_eq!(img1.dimensions(), img2.dimensions());
let mut mse = 0.0; let mut mse = 0.0;
for x in 0..img1.dimensions().0 { for x in 0..img1.dimensions().0 {
for y in 0..img1.dimensions().1 { for y in 0..img1.dimensions().1 {
let p1 = img1.get_pixel(x, y).to_rgba(); let p1 = img1.get_pixel(x, y).to_rgba();
let p2 = img2.get_pixel(x, y).to_rgba(); let p2 = img2.get_pixel(x, y).to_rgba();
let dx = p1.data[0] as f64 - p2.data[0] as f64; let dx = p1.0[0] as f64 - p2.0[0] as f64;
let dy = p1.data[1] as f64 - p2.data[1] as f64; let dy = p1.0[1] as f64 - p2.0[1] as f64;
let dz = p1.data[2] as f64 - p2.data[2] as f64; let dz = p1.0[2] as f64 - p2.0[2] as f64;
let dx = dx * dx; let dx = dx * dx;
let dy = dy * dy; let dy = dy * dy;
@ -155,15 +170,23 @@ pub fn mse_without_alpha<P1: Pixel<Subpixel=u8>, T1: GenericImage<Pixel=P1>, P2:
} }
/// Resizes img1 to the size of img2 and then compute the MSE between the images. /// Resizes img1 to the size of img2 and then compute the MSE between the images.
pub fn mse_resized_without_alpha<P: 'static + Pixel<Subpixel=u8>, T: 'static + GenericImage<Pixel=P>>(img1: &T, img2: &T, filter: FilterType) -> f64 { pub fn mse_resized_without_alpha<
P: 'static + Pixel<Subpixel = u8>,
T: 'static + GenericImage<Pixel = P>,
>(
img1: &T,
img2: &T,
filter: FilterType,
) -> f64 {
let img1 = image::imageops::resize(img1, img2.width(), img2.height(), filter); let img1 = image::imageops::resize(img1, img2.width(), img2.height(), filter);
mse_without_alpha(&img1, img2) mse_without_alpha(&img1, img2)
} }
/// Computes the PSNR between two images of the same sizes. /// Computes the PSNR between two images of the same sizes.
pub fn psnr_without_alpha<P: Pixel<Subpixel=u8>, T: GenericImage<Pixel=P>>(img1: &T, img2: &T) -> f64 { pub fn psnr_without_alpha<P: Pixel<Subpixel = u8>, T: GenericImage<Pixel = P>>(
img1: &T,
img2: &T,
) -> f64 {
*TWENTY_LOG10_MAX - 10.0 * mse_without_alpha(img1, img2).log10() *TWENTY_LOG10_MAX - 10.0 * mse_without_alpha(img1, img2).log10()
} }