Files
image-sequencer/src/modules/Convolution/Convolution.js
Mridul97 70654a5aac Add matrix math module (#358)
* Add matrix math module

* add info.json file

* correct format of module

* Add a constant factor input field

* clone the pixels array

* change default values
2018-10-04 12:46:21 -04:00

71 lines
2.3 KiB
JavaScript

var _ = require('lodash');
module.exports = exports = function(pixels, constantFactor, kernelValues){
let kernel = kernelGenerator(constantFactor, kernelValues), oldpix = _.cloneDeep(pixels);
kernel = flipKernel(kernel);
for (let i = 0; i < pixels.shape[0]; i++) {
for (let j = 0; j < pixels.shape[1]; j++) {
let neighboutPos = getNeighbouringPixelPositions([i, j]);
let acc = [0.0, 0.0, 0.0, 0.0];
for (let a = 0; a < kernel.length; a++) {
for (let b = 0; b < kernel.length; b++) {
acc[0] += (oldpix.get(neighboutPos[a][b][0], neighboutPos[a][b][1], 0) * kernel[a][b]);
acc[1] += (oldpix.get(neighboutPos[a][b][0], neighboutPos[a][b][1], 1) * kernel[a][b]);
acc[2] += (oldpix.get(neighboutPos[a][b][0], neighboutPos[a][b][1], 2) * kernel[a][b]);
acc[3] += (oldpix.get(neighboutPos[a][b][0], neighboutPos[a][b][1], 3) * kernel[a][b]);
}
}
acc[0] = acc[0]%255;
acc[1] = acc[1]%255;
acc[2] = acc[2]%255;
pixels.set(i, j, 0, acc[0]);
pixels.set(i, j, 1, acc[1]);
pixels.set(i, j, 2, acc[2]);
}
}
return pixels;
function kernelGenerator(constantFactor, kernelValues){
kernelValues = kernelValues.split(" ");
for(i = 0 ; i < 9; i++){
kernelValues[i] = Number(kernelValues[i]) * constantFactor;
}
let k = 0;
let arr = [];
for(i = 0; i < 3; i++){
let columns = [];
for(j = 0; j < 3; j++){
columns.push(kernelValues[k]);
k += 1;
}
arr.push(columns);
}
return arr;
}
function getNeighbouringPixelPositions(pixelPosition) {
let x = pixelPosition[0], y = pixelPosition[1], result = [];
for (let i = -1; i <= 1; i++) {
let arr = [];
for (let j = -1; j <= 1; j++)
arr.push([x + i, y + j]);
result.push(arr);
}
return result;
}
function flipKernel(kernel) {
let result = [];
for (let i = kernel.length - 1; i >= 0; i--) {
let arr = [];
for (let j = kernel[i].length - 1; j >= 0; j--) {
arr.push(kernel[i][j]);
}
result.push(arr);
}
return result;
}
}