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Fast.js
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Fast.js
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(function() {
/**
* FAST intends for "Features from Accelerated Segment Test". This method
* performs a point segment test corner detection. The segment test
* criterion operates by considering a circle of sixteen pixels around the
* corner candidate p. The detector classifies p as a corner if there exists
* a set of n contiguous pixelsin the circle which are all brighter than the
* intensity of the candidate pixel Ip plus a threshold t, or all darker
* than Ip − t.
*
* 15 00 01
* 14 02
* 13 03
* 12 [] 04
* 11 05
* 10 06
* 09 08 07
*
* For more reference:
* http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.60.3991&rep=rep1&type=pdf
* @static
* @constructor
*/
tracking.Fast = {};
/**
* Holds the threshold to determine whether the tested pixel is brighter or
* darker than the corner candidate p.
* @type {number}
* @default 40
* @static
*/
tracking.Fast.THRESHOLD = 40;
/**
* Caches coordinates values of the circle surrounding the pixel candidate p.
* @type {Object.<number, Int32Array>}
* @private
* @static
*/
tracking.Fast.circles_ = {};
/**
* Finds corners coordinates on the graysacaled image.
* @param {array} The grayscale pixels in a linear [p1,p2,...] array.
* @param {number} width The image width.
* @param {number} height The image height.
* @param {number} threshold to determine whether the tested pixel is brighter or
* darker than the corner candidate p. Default value is 40.
* @return {array} Array containing the coordinates of all found corners,
* e.g. [x0,y0,x1,y1,...], where P(x0,y0) represents a corner coordinate.
* @static
*/
tracking.Fast.findCorners = function(pixels, width, height, opt_threshold) {
var circleOffsets = this.getCircleOffsets_(width);
var circlePixels = new Int32Array(16);
var corners = [];
if (opt_threshold === undefined) {
opt_threshold = this.THRESHOLD;
}
// When looping through the image pixels, skips the first three lines from
// the image boundaries to constrain the surrounding circle inside the image
// area.
for (var i = 3; i < height - 3; i++) {
for (var j = 3; j < width - 3; j++) {
var w = i * width + j;
var p = pixels[w];
// Loops the circle offsets to read the pixel value for the sixteen
// surrounding pixels.
for (var k = 0; k < 16; k++) {
circlePixels[k] = pixels[w + circleOffsets[k]];
}
if (this.isCorner(p, circlePixels, opt_threshold)) {
// The pixel p is classified as a corner, as optimization increment j
// by the circle radius 3 to skip the neighbor pixels inside the
// surrounding circle. This can be removed without compromising the
// result.
corners.push(j, i);
j += 3;
}
}
}
return corners;
};
/**
* Checks if the circle pixel is brighter than the candidate pixel p by
* a threshold.
* @param {number} circlePixel The circle pixel value.
* @param {number} p The value of the candidate pixel p.
* @param {number} threshold
* @return {Boolean}
* @static
*/
tracking.Fast.isBrighter = function(circlePixel, p, threshold) {
return circlePixel - p > threshold;
};
/**
* Checks if the circle pixel is within the corner of the candidate pixel p
* by a threshold.
* @param {number} p The value of the candidate pixel p.
* @param {number} circlePixel The circle pixel value.
* @param {number} threshold
* @return {Boolean}
* @static
*/
tracking.Fast.isCorner = function(p, circlePixels, threshold) {
if (this.isTriviallyExcluded(circlePixels, p, threshold)) {
return false;
}
for (var x = 0; x < 16; x++) {
var darker = true;
var brighter = true;
for (var y = 0; y < 9; y++) {
var circlePixel = circlePixels[(x + y) & 15];
if (!this.isBrighter(p, circlePixel, threshold)) {
brighter = false;
if (darker === false) {
break;
}
}
if (!this.isDarker(p, circlePixel, threshold)) {
darker = false;
if (brighter === false) {
break;
}
}
}
if (brighter || darker) {
return true;
}
}
return false;
};
/**
* Checks if the circle pixel is darker than the candidate pixel p by
* a threshold.
* @param {number} circlePixel The circle pixel value.
* @param {number} p The value of the candidate pixel p.
* @param {number} threshold
* @return {Boolean}
* @static
*/
tracking.Fast.isDarker = function(circlePixel, p, threshold) {
return p - circlePixel > threshold;
};
/**
* Fast check to test if the candidate pixel is a trivially excluded value.
* In order to be a corner, the candidate pixel value should be darker or
* brighter than 9-12 surrounding pixels, when at least three of the top,
* bottom, left and right pixels are brighter or darker it can be
* automatically excluded improving the performance.
* @param {number} circlePixel The circle pixel value.
* @param {number} p The value of the candidate pixel p.
* @param {number} threshold
* @return {Boolean}
* @static
* @protected
*/
tracking.Fast.isTriviallyExcluded = function(circlePixels, p, threshold) {
var count = 0;
var circleBottom = circlePixels[8];
var circleLeft = circlePixels[12];
var circleRight = circlePixels[4];
var circleTop = circlePixels[0];
if (this.isBrighter(circleTop, p, threshold)) {
count++;
}
if (this.isBrighter(circleRight, p, threshold)) {
count++;
}
if (this.isBrighter(circleBottom, p, threshold)) {
count++;
}
if (this.isBrighter(circleLeft, p, threshold)) {
count++;
}
if (count < 3) {
count = 0;
if (this.isDarker(circleTop, p, threshold)) {
count++;
}
if (this.isDarker(circleRight, p, threshold)) {
count++;
}
if (this.isDarker(circleBottom, p, threshold)) {
count++;
}
if (this.isDarker(circleLeft, p, threshold)) {
count++;
}
if (count < 3) {
return true;
}
}
return false;
};
/**
* Gets the sixteen offset values of the circle surrounding pixel.
* @param {number} width The image width.
* @return {array} Array with the sixteen offset values of the circle
* surrounding pixel.
* @private
*/
tracking.Fast.getCircleOffsets_ = function(width) {
if (this.circles_[width]) {
return this.circles_[width];
}
var circle = new Int32Array(16);
circle[0] = -width - width - width;
circle[1] = circle[0] + 1;
circle[2] = circle[1] + width + 1;
circle[3] = circle[2] + width + 1;
circle[4] = circle[3] + width;
circle[5] = circle[4] + width;
circle[6] = circle[5] + width - 1;
circle[7] = circle[6] + width - 1;
circle[8] = circle[7] - 1;
circle[9] = circle[8] - 1;
circle[10] = circle[9] - width - 1;
circle[11] = circle[10] - width - 1;
circle[12] = circle[11] - width;
circle[13] = circle[12] - width;
circle[14] = circle[13] - width + 1;
circle[15] = circle[14] - width + 1;
this.circles_[width] = circle;
return circle;
};
}());