Files
image-similarity/src/descriptors/mod.rs
T
mark 57bb30b970
continuous-integration/drone/push Build is failing
Adds mutators and experiment setup
Calculates basic phashes for images and their mutations.
More stats are needed, but it's a start
2024-05-27 01:00:06 +02:00

81 lines
2.3 KiB
Rust

//! Descriptors that can be used to describe an image.
//! If two images are (almost) the same, their descriptions will be the same.
use image::GenericImageView;
pub trait Descriptor {
/// Print the name of the descriptor,
fn info(&self) -> String;
fn resize(&self, img: &image::DynamicImage) -> image::DynamicImage {
img.grayscale().thumbnail_exact(8, 8)
}
fn describe(&self, img: &image::DynamicImage) -> u64;
fn distance(&self, a: u64, b: u64) -> u64 {
(a^b).count_ones().into()
}
}
/// Interprets a 64-element array as an 8x8 matrix
/// returns a nicely printable string
fn print_matrix<T: ToString + std::fmt::Display>(array: [T; 64]) -> String {
let mut output = String::new();
for x in 0..8 {
for y in 0..8 {
let element = format!("{:.2}", &array[x*8+y]);
let element = format!("{:8}\t", element);
output.push_str(&element);
}
output.push('\n');
}
output
}
/// A struct representing a Discrete Cosine Transform descriptor
/// Transforms an image into an 8x8 grayscale version, and transforms it
/// into the frequency domain
pub struct DCT {
quantization_matrix: [u8; 64]
}
pub mod dct;
fn median64<T: Ord + Copy>(values: &[T]) -> T {
let mut sorted_values = values.to_vec();
sorted_values.sort();
let len = sorted_values.len();
sorted_values[len/2]
}
pub struct Median;
impl Descriptor for Median {
fn info(&self) -> String {
"median".to_string()
}
fn describe(&self, img: &image::DynamicImage) -> u64 {
let img = self.resize(img);
let mut values: [u8; 64] = [0; 64];
let mut i: usize = 0;
for (_, _, pix) in img.pixels() {
values[i] = pix[0];
i = i+1;
}
let median = median64(&values);
let mut mask: u64 = 0;
img.save("debug.png").unwrap();
for (_, _, pix) in img.pixels() {
if pix[0] > median {
mask += 1;
}
mask = mask << 1;
}
mask
}
}
pub fn get_all_descriptors() -> Vec<Box<dyn Descriptor>> {
let mut descriptors: Vec<Box<dyn Descriptor>> = Vec::with_capacity(2);
descriptors.push(Box::new(DCT::new()));
descriptors.push(Box::new(Median));
descriptors
}