diff --git a/Gruntfile.coffee b/Gruntfile.coffee index 7fc3d6d..148b6ea 100644 --- a/Gruntfile.coffee +++ b/Gruntfile.coffee @@ -3,7 +3,7 @@ execSync = require('exec-sync') test_path = './test_set/' #test_sets = ['Text', 'NonText'] -test_sets = ['Grid_full', 'Grid_rescaled'] +test_sets = ['good', 'bad'] module.exports = -> grunt = @ @@ -96,13 +96,15 @@ module.exports = -> imgs = fs.readdirSync dir for img in imgs - unless /filtered|threshold|contours|saliency|DS_Store/.test img + unless /filtered|threshold|contours|saliency|histogram_saliency|DS_Store/.test img img = img.replace /\s/g, '\\ ' abspath = dir + '/' + img console.log ' ' + abspath - execSync './build/Release/saliency ' + abspath + output = execSync './build/Release/saliency ' + abspath console.log ' ' + abspath + ' finished.' - data[set].push abspath + data[set].push + image: abspath + measurement: JSON.parse output grunt.file.write './test_set_app/data.js', 'window.DATA = {sets:' + JSON.stringify(data, 1, 1) + '};' diff --git a/saliency.cpp b/saliency.cpp index bcb6929..ab27f4c 100644 --- a/saliency.cpp +++ b/saliency.cpp @@ -1,5 +1,5 @@ /* saliency.cpp - Saliency heuristics - * (c) 2014 The Grid + * (c) 2014-2015 The Grid * */ @@ -17,12 +17,30 @@ using namespace std; RNG rng(12345); +Mat DrawHistogram(Mat gray) { + int histSize = 256; // bin size + float range[] = { 0, 255 }; + const float *ranges[] = { range }; + MatND hist; + + calcHist( &gray, 1, 0, Mat(), hist, 1, &histSize, ranges, true, false ); + + int hist_w = 512; int hist_h = 400; + int bin_w = cvRound( (double) hist_w/histSize ); + + Mat histImage( hist_h, hist_w, CV_8UC1, Scalar( 0,0,0) ); + normalize(hist, hist, 0, histImage.rows, NORM_MINMAX, -1, Mat() ); + + for( int i = 1; i < histSize; i++){ + line( histImage, Point( bin_w*(i-1), hist_h - cvRound(hist.at(i-1)) ) , + Point( bin_w*(i), hist_h - cvRound(hist.at(i)) ), + Scalar( 255, 0, 0), 2, 8, 0 ); + } + return histImage; +} + static void display_help(string program_name) { - cerr << "Usage: " << program_name << " " - //<< "Options:\n" - //<< "\t-h,--help\t\tShow this help message\n" - //<< "\t-s,--saliencymap\tWrite the saliency map to an image file\n" - << endl; + cerr << "Usage: " << program_name << " " << endl; } int main(int argc, char *argv[]) { @@ -51,18 +69,32 @@ int main(int argc, char *argv[]) { Mat saliency_gray = saliency_map * 255; Mat most_salient; - // Static threshold: - // Mat fg; - // int threshold_value = 254; - // fg = saliency_gray >= threshold_value; - // #ifdef DEBUG - // sprintf(file_path, "%s_fg.png", original_image_path); - // imwrite(file_path, fg); - // #endif - GaussianBlur(saliency_gray, saliency_gray, Size(1,1), 0, 0); + #ifdef DEBUG + Mat histin = DrawHistogram(saliency_gray); + sprintf(file_path, "%s_histogram_saliency.png", original_image_path); + imwrite(file_path, histin); + #endif + + // Calculate confidence based on homogeneity of saliency map's histogram + Mat hist; + int histSize = 256; + float range[] = { 0, 256 } ; + const float* histRange = { range }; + calcHist(&saliency_gray, 1, 0, Mat(), hist, 1, &histSize, &histRange, true, false); + hist /= original_image.size().height*original_image.size().width; + Mat logP; + cv::log(hist,logP); + // Inverse normalized entropy + float entropy = -1*sum(hist.mul(logP)).val[0]; + entropy = entropy/log(256); // normalize + entropy = 1.0 - entropy; // inverse + + // Blur and binary threshold saliency map based on OTSU saliency_gray.convertTo(saliency_gray, CV_8U); // threshold needs an int Mat - //adaptiveThreshold(saliency_gray, most_salient, 255, ADAPTIVE_THRESH_MEAN_C, THRESH_BINARY, 3, 0); - threshold(saliency_gray, most_salient, 0, 255, THRESH_BINARY | THRESH_OTSU); + Mat blur; + bilateralFilter(saliency_gray, blur, 12, 24, 6); + // GaussianBlur(saliency_gray, blur, Size(5,5), 0); + threshold(blur, most_salient, 0, 255, THRESH_BINARY + THRESH_OTSU); #ifdef DEBUG sprintf(file_path, "%s_threshold.png", original_image_path); imwrite(file_path, most_salient); @@ -70,6 +102,7 @@ int main(int argc, char *argv[]) { // Eliminate small regions (Mat() == default 3x3 kernel) Mat filtered; + //filtered = most_salient; // Another option is to use dilate/erode/dilate: // dilate(most_salient, filtered, Mat(), Point(-1, -1), 2, 1, 1); // erode(filtered, filtered, Mat(), Point(-1, -1), 4, 1, 1); @@ -117,16 +150,16 @@ int main(int argc, char *argv[]) { } // Find the biggest area of all contours - // int big_id = 0; - // double big_area = 0; - // for (size_t i = 0, max = contours.size(); i < max; ++i) { - // // Contour area - // double area = contourArea(contours[i]); - // if (area > big_area) { - // big_id = i; - // big_area = area; - // } - // } + int big_id = 0; + double big_area = 0; + for (size_t i = 0, max = contours.size(); i < max; ++i) { + // Contour area + double area = contourArea(contours[i]); + if (area > big_area) { + big_id = i; + big_area = area; + } + } // Group all bounding rects into one, good for superimposition elimination // Vector allRect = boundRect; @@ -152,14 +185,9 @@ int main(int argc, char *argv[]) { xmax = xmaxB; if (ymaxB > ymax) ymax = ymaxB; - // cout << j << endl; - // cout << boundRect[j].tl() << endl; - // cout << boundRect[j].br() << endl; } - // cout << xmin << "," << ymin << endl; - // cout << xmax << "," << ymax << endl; Rect bigRect = Rect(xmin, ymin, xmax-xmin, ymax-ymin); - //int i = big_id; + #ifdef DEBUG // Draw polygonal contour + bonding rects + circles Mat drawing = Mat::zeros( filtered.size(), CV_8UC3 ); @@ -192,23 +220,44 @@ int main(int argc, char *argv[]) { #endif // Serialize as stringified JSON - // TODO: Use jsoncpp instead? Not using now to avoid one more dependency cout << "{\"saliency\": "; - cout << "{\"outmost_rect\": [" << bigRect.tl() << ", " << bigRect.br() << "],"; + float x = bigRect.tl().x; + float y = bigRect.tl().y; + float w = abs(x-bigRect.br().x); + float h = abs(y-bigRect.br().y); + + cout << "{\"bounding_rect\": [" << bigRect.tl() << ", " << bigRect.br() << "],"; + cout << "\"bbox\": {\"x\": " < for i in [0...calculated.length] - diffX = Math.abs(calculated[i][0] - expected[i][0]) - diffY = Math.abs(calculated[i][1] - expected[i][1]) - chai.expect(diffX).to.be.at.most threshold - chai.expect(diffY).to.be.at.most threshold + chai.expect(calculated[i][0]).to.be.closeTo expected[i][0], threshold + chai.expect(calculated[i][1]).to.be.closeTo expected[i][1], threshold describe 'GetSaliency component', -> @@ -34,6 +32,7 @@ describe 'GetSaliency component', -> chai.expect(c.outPorts.out).to.be.an 'object' describe 'with file system image', -> + previous = null it 'should extract a valid saliency profile', (done) -> @timeout 10000 id = 1 @@ -45,15 +44,62 @@ describe 'GetSaliency component', -> out.once 'data', (res) -> chai.expect(groups).to.eql [1] chai.expect(res).to.be.an 'object' - saliency = res.saliency - outmost_rect = saliency.outmost_rect - regions = saliency.regions + {saliency} = res + previous = saliency + {bounding_rect, polygon, radius, center, bbox, confidence, regions} = saliency - expected = [[510,1],[456,59],[417,109],[396,111],[367,133],[352,138],[341,135],[331,125],[318,102],[294,75],[266,57],[231,45],[209,46],[196,52],[193,57],[217,65],[230,83],[226,103],[189,139],[189,165],[198,180],[197,191],[158,237],[135,244],[120,260],[108,261],[69,307],[63,324],[65,349],[60,358],[65,367],[66,466],[61,510],[172,510],[173,495],[183,483],[199,479],[215,484],[221,479],[224,468],[234,458],[242,428],[251,417],[302,414],[305,406],[317,397],[334,399],[351,415],[367,455],[380,410],[374,400],[375,358],[410,243],[447,158],[481,107],[484,82],[493,74],[510,72]] - validateWithThreshold chai, regions[0].polygon, expected, 15 - # chai.expect(saliency.center).to.be.eql [285, 255] - # chai.expect(Math.round(saliency.radius)).to.be.equal 350 - # chai.expect(saliency.bounding_rect).to.be.eql [[60, 1], [511, 511]] + # Check if every field exists and have the right types + chai.expect(bounding_rect).to.exists + chai.expect(bounding_rect).to.be.an 'array' + chai.expect(polygon).to.exists + chai.expect(polygon).to.be.an 'array' + chai.expect(radius).to.exists + chai.expect(radius).to.be.a 'number' + chai.expect(center).to.exists + chai.expect(center).to.be.an 'array' + chai.expect(bbox).to.exists + chai.expect(bbox).to.be.an 'object' + chai.expect(confidence).to.exists + chai.expect(confidence).to.be.a 'number' + chai.expect(regions).to.exists + chai.expect(regions).to.be.an 'array' + chai.expect(regions[0]).to.exists + chai.expect(regions[0]).to.be.an 'object' + chai.expect(regions[0].bbox).to.exists + chai.expect(regions[0].bbox).to.be.an 'object' + chai.expect(regions[0].bbox.x).to.be.a 'number' + chai.expect(regions[0].bbox.y).to.be.a 'number' + chai.expect(regions[0].bbox.width).to.be.a 'number' + chai.expect(regions[0].bbox.height).to.be.a 'number' + chai.expect(regions[0].center).to.exists + chai.expect(regions[0].center).to.be.an 'object' + chai.expect(regions[0].center.x).to.be.a 'number' + chai.expect(regions[0].center.y).to.be.a 'number' + chai.expect(regions[0].radius).to.exists + chai.expect(regions[0].radius).to.be.a 'number' + chai.expect(regions[0].polygon).to.exists + chai.expect(regions[0].polygon).to.be.an 'array' + chai.expect(regions[0].polygon[0]).to.exists + chai.expect(regions[0].polygon[0]).to.be.an 'object' + chai.expect(regions[0].polygon[0].x).to.be.a 'number' + chai.expect(regions[0].polygon[0].y).to.be.a 'number' + + expected = [[60, 1], [511, 511]] + chai.expect(bounding_rect).to.be.deep.equal expected + chai.expect(polygon).to.be.an 'array' + chai.expect(polygon.length).to.be.gt 0 + chai.expect(radius).to.be.closeTo 350, 2 + expected = [285, 255] + chai.expect(center).to.be.deep.equal expected + expected = + x: 60 + y: 1 + width: 451 + height: 510 + chai.expect(bbox).to.be.deep.equal expected + chai.expect(confidence).to.be.lte 0.30 + chai.expect(regions).to.be.an 'array' + chai.expect(regions.length).to.be.gt 0 done() inSrc = 'lenna.png' @@ -62,8 +108,8 @@ describe 'GetSaliency component', -> inImage.send image inImage.endGroup() - it 'should extract saliency with two images in a row', (done) -> - @timeout 10000 + it 'should extract a different saliency for a different image', (done) -> + @timeout 20000 id = 2 groups = [] out.once 'begingroup', (group) -> @@ -73,14 +119,8 @@ describe 'GetSaliency component', -> out.once 'data', (res) -> chai.expect(groups).to.eql [2] chai.expect(res).to.be.an 'object' - saliency = res.saliency - outmost_rect = saliency.outmost_rect - regions = saliency.regions - expected = [[77,74],[83,92],[103,123],[100,139],[84,150],[77,166],[95,198],[103,198],[106,188],[124,172],[124,160],[107,132],[107,101],[112,92],[98,89]] - validateWithThreshold chai, regions[0].polygon, expected, 15 - # chai.expect(saliency.center).to.be.eql [96, 136] - # chai.expect(Math.round(saliency.radius)).to.be.equal 67 - # chai.expect(saliency.bounding_rect).to.be.eql [[77, 74], [125, 199]] + {saliency} = res + chai.expect(saliency).to.be.not.deep.equal previous done() inSrc = 'lenin.jpg' diff --git a/spec/GetSaliency.js b/spec/GetSaliency.js index ffb5ead..9fff4af 100644 --- a/spec/GetSaliency.js +++ b/spec/GetSaliency.js @@ -14,13 +14,11 @@ if (!noflo.isBrowser()) { } validateWithThreshold = function(chai, calculated, expected, threshold) { - var diffX, diffY, i, _i, _ref, _results; + var i, _i, _ref, _results; _results = []; for (i = _i = 0, _ref = calculated.length; 0 <= _ref ? _i < _ref : _i > _ref; i = 0 <= _ref ? ++_i : --_i) { - diffX = Math.abs(calculated[i][0] - expected[i][0]); - diffY = Math.abs(calculated[i][1] - expected[i][1]); - chai.expect(diffX).to.be.at.most(threshold); - _results.push(chai.expect(diffY).to.be.at.most(threshold)); + chai.expect(calculated[i][0]).to.be.closeTo(expected[i][0], threshold); + _results.push(chai.expect(calculated[i][1]).to.be.closeTo(expected[i][1], threshold)); } return _results; }; @@ -45,7 +43,9 @@ describe('GetSaliency component', function() { return chai.expect(c.outPorts.out).to.be.an('object'); }); }); - return describe('with file system image', function() { + describe('with file system image', function() { + var previous; + previous = null; it('should extract a valid saliency profile', function(done) { var groups, id, inSrc; this.timeout(10000); @@ -58,12 +58,63 @@ describe('GetSaliency component', function() { return groups.pop(); }); out.once('data', function(res) { - var expected, saliency; + var bbox, bounding_rect, center, confidence, expected, polygon, radius, regions, saliency; chai.expect(groups).to.eql([1]); chai.expect(res).to.be.an('object'); saliency = res.saliency; - expected = [[510, 1], [494, 1], [494, 21], [456, 59], [418, 111], [396, 111], [374, 128], [333, 128], [318, 102], [294, 75], [256, 52], [231, 45], [209, 46], [196, 52], [193, 57], [217, 63], [221, 68], [221, 109], [189, 139], [191, 206], [180, 208], [178, 222], [167, 225], [161, 238], [131, 247], [130, 261], [108, 261], [108, 267], [92, 277], [92, 289], [79, 294], [79, 302], [69, 307], [63, 324], [60, 358], [65, 469], [61, 510], [173, 510], [174, 484], [215, 484], [221, 479], [221, 461], [233, 460], [241, 441], [243, 418], [252, 415], [302, 414], [304, 407], [344, 407], [360, 431], [367, 455], [370, 433], [377, 431], [380, 410], [375, 409], [375, 351], [381, 348], [419, 218], [451, 150], [481, 107], [481, 77], [484, 73], [510, 73]]; - validateWithThreshold(chai, saliency.polygon, expected, 1.5); + previous = saliency; + bounding_rect = saliency.bounding_rect, polygon = saliency.polygon, radius = saliency.radius, center = saliency.center, bbox = saliency.bbox, confidence = saliency.confidence, regions = saliency.regions; + chai.expect(bounding_rect).to.exists; + chai.expect(bounding_rect).to.be.an('array'); + chai.expect(polygon).to.exists; + chai.expect(polygon).to.be.an('array'); + chai.expect(radius).to.exists; + chai.expect(radius).to.be.a('number'); + chai.expect(center).to.exists; + chai.expect(center).to.be.an('array'); + chai.expect(bbox).to.exists; + chai.expect(bbox).to.be.an('object'); + chai.expect(confidence).to.exists; + chai.expect(confidence).to.be.a('number'); + chai.expect(regions).to.exists; + chai.expect(regions).to.be.an('array'); + chai.expect(regions[0]).to.exists; + chai.expect(regions[0]).to.be.an('object'); + chai.expect(regions[0].bbox).to.exists; + chai.expect(regions[0].bbox).to.be.an('object'); + chai.expect(regions[0].bbox.x).to.be.a('number'); + chai.expect(regions[0].bbox.y).to.be.a('number'); + chai.expect(regions[0].bbox.width).to.be.a('number'); + chai.expect(regions[0].bbox.height).to.be.a('number'); + chai.expect(regions[0].center).to.exists; + chai.expect(regions[0].center).to.be.an('object'); + chai.expect(regions[0].center.x).to.be.a('number'); + chai.expect(regions[0].center.y).to.be.a('number'); + chai.expect(regions[0].radius).to.exists; + chai.expect(regions[0].radius).to.be.a('number'); + chai.expect(regions[0].polygon).to.exists; + chai.expect(regions[0].polygon).to.be.an('array'); + chai.expect(regions[0].polygon[0]).to.exists; + chai.expect(regions[0].polygon[0]).to.be.an('object'); + chai.expect(regions[0].polygon[0].x).to.be.a('number'); + chai.expect(regions[0].polygon[0].y).to.be.a('number'); + expected = [[60, 1], [511, 511]]; + chai.expect(bounding_rect).to.be.deep.equal(expected); + chai.expect(polygon).to.be.an('array'); + chai.expect(polygon.length).to.be.gt(0); + chai.expect(radius).to.be.closeTo(350, 2); + expected = [285, 255]; + chai.expect(center).to.be.deep.equal(expected); + expected = { + x: 60, + y: 1, + width: 451, + height: 510 + }; + chai.expect(bbox).to.be.deep.equal(expected); + chai.expect(confidence).to.be.lte(0.30); + chai.expect(regions).to.be.an('array'); + chai.expect(regions.length).to.be.gt(0); return done(); }); inSrc = 'lenna.png'; @@ -73,9 +124,9 @@ describe('GetSaliency component', function() { return inImage.endGroup(); }); }); - return it('should extract saliency with two images in a row', function(done) { + return it('should extract a different saliency for a different image', function(done) { var groups, id, inSrc; - this.timeout(10000); + this.timeout(20000); id = 2; groups = []; out.once('begingroup', function(group) { @@ -85,12 +136,11 @@ describe('GetSaliency component', function() { return groups.pop(); }); out.once('data', function(res) { - var expected, saliency; + var saliency; chai.expect(groups).to.eql([2]); chai.expect(res).to.be.an('object'); saliency = res.saliency; - expected = [[77, 74], [93, 107], [93, 147], [84, 150], [77, 166], [84, 179], [84, 198], [116, 198], [116, 179], [124, 172], [124, 160], [116, 145], [108, 142], [108, 93], [112, 92], [102, 92]]; - validateWithThreshold(chai, saliency.polygon, expected, 1.5); + chai.expect(saliency).to.be.not.deep.equal(previous); return done(); }); inSrc = 'lenin.jpg'; @@ -101,4 +151,26 @@ describe('GetSaliency component', function() { }); }); }); + return describe('when passed a big image', function() { + var input; + input = 'alan-kay.png'; + return it('should extract the salient region in a reasonable time', function(done) { + this.timeout(10000); + if (console.timeEnd) { + console.time('big image'); + } + out.once("data", function(res) { + if (console.timeEnd) { + console.timeEnd('big image'); + } + chai.expect(res).to.be.an('object'); + return done(); + }); + return testutils.getCanvasWithImageNoShift(input, function(canvas) { + inImage.beginGroup(3); + inImage.send(canvas); + return inImage.endGroup(); + }); + }); + }); }); diff --git a/spec/fixtures/lenna.png_contours.png b/spec/fixtures/lenna.png_contours.png new file mode 100644 index 0000000..911c350 Binary files /dev/null and b/spec/fixtures/lenna.png_contours.png differ diff --git a/spec/fixtures/lenna.png_filtered.png b/spec/fixtures/lenna.png_filtered.png new file mode 100644 index 0000000..421d7e2 Binary files /dev/null and b/spec/fixtures/lenna.png_filtered.png differ diff --git a/spec/fixtures/lenna.png_histogram_saliency.png b/spec/fixtures/lenna.png_histogram_saliency.png new file mode 100644 index 0000000..e02fb05 Binary files /dev/null and b/spec/fixtures/lenna.png_histogram_saliency.png differ diff --git a/spec/fixtures/lenna.png_threshold.png b/spec/fixtures/lenna.png_threshold.png new file mode 100644 index 0000000..6aff33f Binary files /dev/null and b/spec/fixtures/lenna.png_threshold.png differ diff --git a/spec/gmr-saliency.coffee b/spec/gmr-saliency.coffee index c047b1a..2e0b70f 100644 --- a/spec/gmr-saliency.coffee +++ b/spec/gmr-saliency.coffee @@ -24,10 +24,56 @@ describe 'Saliency (C++)', -> it 'should extract a valid saliency profile', -> obj = JSON.parse out - saliency = obj.saliency - regions = saliency.regions + {saliency} = obj + {bounding_rect, polygon, radius, center, bbox, confidence, regions} = saliency - chai.expect(regions[0].polygon).to.be.eql [[510,1],[456,59],[417,109],[396,111],[367,133],[352,138],[341,135],[331,125],[318,102],[294,75],[266,57],[231,45],[209,46],[196,52],[193,57],[217,65],[230,83],[226,103],[189,139],[189,165],[198,180],[197,191],[158,237],[135,244],[120,260],[108,261],[69,307],[63,324],[65,349],[60,358],[65,367],[66,466],[61,510],[172,510],[173,495],[183,483],[199,479],[215,484],[221,479],[224,468],[234,458],[242,428],[251,417],[302,414],[305,406],[317,397],[334,399],[351,415],[367,455],[380,410],[374,400],[375,358],[410,243],[447,158],[481,107],[484,82],[493,74],[510,72]] - chai.expect(regions[0].center).to.be.eql [285, 255] - chai.expect(Math.round(regions[0].radius)).to.be.equal 350 - chai.expect(regions[0].bounding_rect).to.be.eql [[60, 1], [511, 511]] \ No newline at end of file + # Check if every field exists and have the right types + chai.expect(bounding_rect).to.exists + chai.expect(bounding_rect).to.be.an 'array' + chai.expect(polygon).to.exists + chai.expect(polygon).to.be.an 'array' + chai.expect(radius).to.exists + chai.expect(radius).to.be.a 'number' + chai.expect(center).to.exists + chai.expect(center).to.be.an 'array' + chai.expect(bbox).to.exists + chai.expect(bbox).to.be.an 'object' + chai.expect(confidence).to.exists + chai.expect(confidence).to.be.a 'number' + chai.expect(regions).to.exists + chai.expect(regions).to.be.an 'array' + chai.expect(regions[0]).to.exists + chai.expect(regions[0]).to.be.an 'object' + chai.expect(regions[0].bbox).to.exists + chai.expect(regions[0].bbox).to.be.an 'object' + chai.expect(regions[0].bbox.x).to.be.a 'number' + chai.expect(regions[0].bbox.y).to.be.a 'number' + chai.expect(regions[0].bbox.width).to.be.a 'number' + chai.expect(regions[0].bbox.height).to.be.a 'number' + chai.expect(regions[0].center).to.exists + chai.expect(regions[0].center).to.be.an 'object' + chai.expect(regions[0].center.x).to.be.a 'number' + chai.expect(regions[0].center.y).to.be.a 'number' + chai.expect(regions[0].radius).to.exists + chai.expect(regions[0].radius).to.be.a 'number' + chai.expect(regions[0].polygon).to.exists + chai.expect(regions[0].polygon).to.be.an 'array' + chai.expect(regions[0].polygon[0]).to.exists + chai.expect(regions[0].polygon[0]).to.be.an 'object' + chai.expect(regions[0].polygon[0].x).to.be.a 'number' + chai.expect(regions[0].polygon[0].y).to.be.a 'number' + + expected = [[60, 1], [511, 511]] + chai.expect(bounding_rect).to.be.deep.equal expected + chai.expect(polygon.length).to.be.gt 0 + chai.expect(radius).to.be.closeTo 350, 2 + expected = [285, 255] + chai.expect(center).to.be.deep.equal expected + expected = + x: 60 + y: 1 + width: 451 + height: 510 + chai.expect(bbox).to.be.deep.equal expected + chai.expect(confidence).to.be.lte 0.30 + chai.expect(regions.length).to.be.gt 0 diff --git a/spec/gmr-saliency.js b/spec/gmr-saliency.js index e73704a..2431607 100644 --- a/spec/gmr-saliency.js +++ b/spec/gmr-saliency.js @@ -31,12 +31,58 @@ describe('Saliency (C++)', function() { return chai.expect(obj).to.be.an('object'); }); return it('should extract a valid saliency profile', function() { - var obj, saliency; + var bbox, bounding_rect, center, confidence, expected, obj, polygon, radius, regions, saliency; obj = JSON.parse(out); saliency = obj.saliency; - chai.expect(saliency.polygon).to.be.eql([[510, 1], [494, 1], [494, 21], [456, 59], [418, 111], [396, 111], [374, 128], [333, 128], [318, 102], [294, 75], [256, 52], [231, 45], [209, 46], [196, 52], [193, 57], [217, 63], [221, 68], [221, 109], [189, 139], [191, 206], [180, 208], [178, 222], [167, 225], [161, 238], [131, 247], [130, 261], [108, 261], [108, 267], [92, 277], [92, 289], [79, 294], [79, 302], [69, 307], [63, 324], [60, 358], [65, 469], [61, 510], [173, 510], [174, 484], [215, 484], [221, 479], [221, 461], [233, 460], [241, 441], [243, 418], [252, 415], [302, 414], [304, 407], [344, 407], [360, 431], [367, 455], [370, 433], [377, 431], [380, 410], [375, 409], [375, 351], [381, 348], [419, 218], [451, 150], [481, 107], [481, 77], [484, 73], [510, 73]]); - chai.expect(saliency.center).to.be.eql([285, 255]); - chai.expect(Math.round(saliency.radius)).to.be.equal(350); - return chai.expect(saliency.bounding_rect).to.be.eql([[60, 1], [511, 511]]); + bounding_rect = saliency.bounding_rect, polygon = saliency.polygon, radius = saliency.radius, center = saliency.center, bbox = saliency.bbox, confidence = saliency.confidence, regions = saliency.regions; + chai.expect(bounding_rect).to.exists; + chai.expect(bounding_rect).to.be.an('array'); + chai.expect(polygon).to.exists; + chai.expect(polygon).to.be.an('array'); + chai.expect(radius).to.exists; + chai.expect(radius).to.be.a('number'); + chai.expect(center).to.exists; + chai.expect(center).to.be.an('array'); + chai.expect(bbox).to.exists; + chai.expect(bbox).to.be.an('object'); + chai.expect(confidence).to.exists; + chai.expect(confidence).to.be.a('number'); + chai.expect(regions).to.exists; + chai.expect(regions).to.be.an('array'); + chai.expect(regions[0]).to.exists; + chai.expect(regions[0]).to.be.an('object'); + chai.expect(regions[0].bbox).to.exists; + chai.expect(regions[0].bbox).to.be.an('object'); + chai.expect(regions[0].bbox.x).to.be.a('number'); + chai.expect(regions[0].bbox.y).to.be.a('number'); + chai.expect(regions[0].bbox.width).to.be.a('number'); + chai.expect(regions[0].bbox.height).to.be.a('number'); + chai.expect(regions[0].center).to.exists; + chai.expect(regions[0].center).to.be.an('object'); + chai.expect(regions[0].center.x).to.be.a('number'); + chai.expect(regions[0].center.y).to.be.a('number'); + chai.expect(regions[0].radius).to.exists; + chai.expect(regions[0].radius).to.be.a('number'); + chai.expect(regions[0].polygon).to.exists; + chai.expect(regions[0].polygon).to.be.an('array'); + chai.expect(regions[0].polygon[0]).to.exists; + chai.expect(regions[0].polygon[0]).to.be.an('object'); + chai.expect(regions[0].polygon[0].x).to.be.a('number'); + chai.expect(regions[0].polygon[0].y).to.be.a('number'); + expected = [[60, 1], [511, 511]]; + chai.expect(bounding_rect).to.be.deep.equal(expected); + chai.expect(polygon.length).to.be.gt(0); + chai.expect(radius).to.be.closeTo(350, 2); + expected = [285, 255]; + chai.expect(center).to.be.deep.equal(expected); + expected = { + x: 60, + y: 1, + width: 451, + height: 510 + }; + chai.expect(bbox).to.be.deep.equal(expected); + chai.expect(confidence).to.be.lte(0.30); + return chai.expect(regions.length).to.be.gt(0); }); }); diff --git a/test_set_app/data.js b/test_set_app/data.js index 0137914..cd3cf01 100644 --- a/test_set_app/data.js +++ b/test_set_app/data.js @@ -1,48 +1,20989 @@ window.DATA = {sets:{ - "Grid_full": [ - "./test_set/Grid_full/image-1.jpg", - "./test_set/Grid_full/image-10.jpg", - "./test_set/Grid_full/image-11.jpg", - "./test_set/Grid_full/image-12.jpg", - "./test_set/Grid_full/image-13.jpg", - "./test_set/Grid_full/image-14.jpg", - "./test_set/Grid_full/image-15.jpg", - "./test_set/Grid_full/image-16.jpg", - "./test_set/Grid_full/image-17.jpg", - "./test_set/Grid_full/image-18.jpg", - "./test_set/Grid_full/image-19.jpg", - "./test_set/Grid_full/image-2.jpg", - "./test_set/Grid_full/image-20.jpg", - "./test_set/Grid_full/image-21.jpg", - "./test_set/Grid_full/image-3.jpg", - "./test_set/Grid_full/image-4.jpg", - "./test_set/Grid_full/image-5.jpg", - "./test_set/Grid_full/image-6.jpg", - "./test_set/Grid_full/image-7.jpg", - "./test_set/Grid_full/image-8.jpg", - "./test_set/Grid_full/image-9.jpg" + "good": [ + { + "image": "./test_set/good/001.jpg", + "measurement": { + "saliency": { + "bounding_rect": 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Test set: {{- set }}

{{ for img, i in images : }} - + {{ if img.measurement.saliency.confidence < 0.50 : }} - - - - -
- ({{- i}}) Test set: {{- set}}. File path: {{- img}}. + + + + + +
+ ({{- i}}) Confidence: {{- img.measurement.saliency.confidence}}. Test set: {{- set}}. File path: {{- img.image}}.

- + {{ end }} {{ end }}