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index.js
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var getPixels = require("get-pixels")
var learned = require('./learned');
var ndarray = require("ndarray");
function arrayToString(array) {
var nx = array.shape[0],
ny = array.shape[1];
var str = "";
for (var x = 0; x < nx; x++)
str += "-";
str += "\n";
for (var y = 0; y < ny; y++) {
for (var x = 0; x < nx; x++) {
str += array.get(x, y) === 0 ? ' ' : '•';
}
str += "\n";
}
for (var x = 0; x < nx; x++)
str += "-";
str += "\n";
return str;
}
function blackAndWhite(array, threshold) {
var newArray = array;
var nx = array.shape[0],
ny = array.shape[1];
for (var y = 0; y < ny; y++) {
for (var x = 0; x < nx; x++) {
newArray.set(x, y, array.get(x, y) >= threshold ? 0 : 1);
}
}
return newArray;
}
function removeEmptyLinesTop(array) {
var nx = array.shape[0],
ny = array.shape[1];
var nbLinesToRemove = 0;
for (var y = 0; y < ny; y++) {
var emptyLine = true;
for (var x = 0; x < nx; x++) {
if (array.get(x, y) > 0) {
emptyLine = false;
break;
}
}
if (emptyLine) {
nbLinesToRemove++;
} else {
break;
}
}
return array.lo(0, nbLinesToRemove)
}
function removeEmptyLinesBottom(array) {
return removeEmptyLinesTop(array.step(1, -1)).step(1, -1);
}
function removeEmptyColumnsLeft(array) {
return removeEmptyLinesTop(array.transpose(1, 0)).transpose(1, 0);
}
function removeEmptyColumnsRight(array) {
return removeEmptyLinesBottom(array.transpose(1, 0)).transpose(1, 0);
}
function isColumnEmpty(array, x) {
var ny = array.shape[1];
var empty = true;
for (var y = 0; y < ny; y++) {
if (array.get(x, y) > 0) {
empty = false;
break;
}
}
return empty;
}
function getEmptyColumns(array) {
var nx = array.shape[0];
var emptyColumns = [];
for (var x = 0; x < nx; x++) {
if (isColumnEmpty(array, x))
emptyColumns.push(x);
}
return emptyColumns;
}
function extractBlocks(array, minBlocksNumberForSpace, maxColumnsPerBlock) {
maxColumnsPerBlock = maxColumnsPerBlock || 1000;
var nx = array.shape[0],
ny = array.shape[1];
var blocks = [];
var emptyColumns = getEmptyColumns(array);
emptyColumns.push(nx);
var newEmptyColumns = [ emptyColumns[0] ];
var nbEmptyColumns = 1;
for (var i = 1; i < emptyColumns.length; i++) {
if (emptyColumns[i] === emptyColumns[i - 1] + 1) {
nbEmptyColumns++;
} else {
if (nbEmptyColumns >= minBlocksNumberForSpace) {
newEmptyColumns.push(emptyColumns[i - 1]);
nbEmptyColumns = 1;
}
while (nbEmptyColumns > 1) {
newEmptyColumns.push(emptyColumns[i - nbEmptyColumns + 1]);
nbEmptyColumns--;
}
newEmptyColumns.push(emptyColumns[i]);
}
}
emptyColumns = newEmptyColumns;
var from = 0, to;
for (var c = 0; c < emptyColumns.length; c++) {
to = Math.min(emptyColumns[c], from + maxColumnsPerBlock);
if (from !== to) {
var block = array.hi(to, ny).lo(from, 0);
block = removeExtraSpace(block);
blocks.push(block);
}
from = to + 1;
}
return blocks;
}
function arrayAs1D(array) {
var nx = array.shape[0],
ny = array.shape[1];
var data = [];
for (var y = 0; y < ny; y++) {
for (var x = 0; x < nx; x++) {
data.push(array.get(x, y));
}
}
return data;
}
function extractLines(array) {
var lines = extractBlocks(array.transpose(1, 0), 1, 13);
for (var i = 0; i < lines.length; i++) {
lines[i] = lines[i].transpose(1, 0)
}
return lines;
}
function extractBlocksFromImage(imagePath, threshold, callback) {
getPixels(imagePath, function(err, pixels) {
if (err)
return callback(err);
pixels = pixels.pick(null, null, 1);
pixels = blackAndWhite(pixels, threshold);
pixels = removeEmptyLinesTop(pixels);
pixels = removeEmptyLinesBottom(pixels);
pixels = removeEmptyColumnsLeft(pixels);
pixels = removeEmptyColumnsRight(pixels);
var lines = extractLines(pixels);
var blocks = [];
for (var i = 0; i < lines.length; i++) {
if (i !== 0) {
blocks.push(new ndarray([], [0, 0]));
}
var lineBlocks = extractBlocks(lines[i], 5);
for (var j = 0; j < lineBlocks.length; j++) {
blocks.push(lineBlocks[j]);
}
}
callback(null, blocks);
})
}
function guessTextFromImage(imagePath, callback) {
extractBlocksFromImage(imagePath, 242, function(err, blocks) {
if (err)
return callback(err);
var str = "";
for (var j = 0; j < blocks.length; j++) {
var block = blocks[j];
str += learned.characters[arrayAs1D(block).join('')] || '?'
}
str = learned.postProcess(str);
callback(null, str);
})
}
function removeExtraSpace(array) {
array = removeEmptyLinesTop(array);
array = removeEmptyLinesBottom(array);
array = removeEmptyColumnsLeft(array);
array = removeEmptyColumnsRight(array);
return array;
}
function imageToString(imagePath, threshold, callback) {
getPixels(imagePath, function(err, pixels) {
if (err)
return callback(err);
pixels = pixels.pick(null, null, 1);
pixels = blackAndWhite(pixels, threshold);
pixels = removeExtraSpace(pixels);
callback(null, arrayToString(pixels));
})
}
module.exports = {
extractBlocksFromImage: extractBlocksFromImage,
arrayAs1D: arrayAs1D,
arrayToString: arrayToString,
guessTextFromImage: guessTextFromImage,
imageToString: imageToString
};