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generate-visualization.py
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# Copyright (c) 2018 - 2024 Advanced Micro Devices, Inc. All rights reserved.
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
__author__ = "Kiriti Nagesh Gowda"
__copyright__ = "Copyright 2018 - 2024, AMD Dataset Analysis Tool"
__credits__ = ["Mike Schmit"]
__license__ = "MIT"
__version__ = "0.9.0"
__maintainer__ = "Kiriti Nagesh Gowda"
__email__ = "[email protected]"
__status__ = "Alpha"
import os
import getopt
import sys
#import random
import collections
import csv
#import numpy
import datetime
opts, args = getopt.getopt(sys.argv[1:], 'i:o:f:l:g:d:t:')
inputCSVFile = '';
inputImageDirectory = '';
outputDirectory = '';
fileName = '';
labelFile = '';
groundTruthFile = '';
boundingBoxToolFile = ''
for opt, arg in opts:
if opt == '-i':
inputCSVFile = arg;
elif opt == '-d':
inputImageDirectory = arg;
elif opt == '-o':
outputDirectory = arg;
elif opt == '-f':
fileName = arg;
elif opt == '-l':
labelFile = arg;
elif opt == '-g':
groundTruthFile = arg;
elif opt == '-t':
boundingBoxToolFile = arg;
# report error
if inputCSVFile == '' or outputDirectory == '' or labelFile == '' or groundTruthFile == '' or inputImageDirectory == '' or boundingBoxToolFile == '':
print('Invalid command line arguments.\n'
'\t\t\t\t-i [input Result CSV File - required](File Format:ImgFileName, L,R,L,R,L,R,L,R)[L:Label R:Result]\n'\
'\t\t\t\t-d [input Image Directory - required]\n'\
'\t\t\t\t-o [output Directory - required]\n'\
'\t\t\t\t-l [input Label File - required]\n'\
'\t\t\t\t-f [output file name - required]\n'\
'\t\t\t\t-g [ground truth File - required]\n'\
'\t\t\t\t-t [bounding box tool output file - required]\n')
exit();
if not os.path.exists(inputImageDirectory):
print("ERROR Invalid Input Image Directory")
exit();
if not os.path.exists(outputDirectory):
os.makedirs(outputDirectory);
# read results.csv
numElements = 0;
with open(inputCSVFile) as resultFile:
resultCSV = csv.reader(resultFile)
next(resultCSV) # skip header
resultDataBase = [r for r in resultCSV]
numElements = len(resultDataBase)
# read labels.csv
labelElements = 0;
with open(labelFile) as labels:
labelCSV = csv.reader(labels)
next(labelCSV) # skip header
labelLines = [r for r in labelCSV]
labelElements = len(labelLines)
# read groundtruth.csv
groundtruthElements = 0;
with open(groundTruthFile) as gt:
groundtruthCSV = csv.reader(gt)
next(groundtruthCSV) # skip header
gtLines = [r for r in groundtruthCSV]
gtElements = len(gtLines)
# read boundingBoxToolFile.csv
toolElements = 0;
with open(boundingBoxToolFile) as bb:
boundingBoxCSV = csv.reader(bb)
next(boundingBoxCSV) # skip header
boxLines = [r for r in boundingBoxCSV]
boxElements = len(boxLines)
# create toolkit with icons and images
toolKit_Dir = outputDirectory +'/'+ fileName + '-toolKit'
toolKit_dir = os.path.expanduser(toolKit_Dir)
if not os.path.exists(toolKit_dir):
os.makedirs(toolKit_dir);
# copy images and icons
from distutils.dir_util import copy_tree
fromDirectory = inputImageDirectory;
toDirectory = toolKit_dir+'/images';
copy_tree(fromDirectory, toDirectory)
from distutils.dir_util import copy_tree
dir_path = os.path.dirname(os.path.realpath(__file__))
fromDirectory = dir_path+'/icons';
toDirectory = toolKit_dir+'/icons';
copy_tree(fromDirectory, toDirectory)
#copy utils
new_path = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
fromDirectory = new_path+'/utils';
toDirectory = toolKit_dir+'/utils';
copy_tree(fromDirectory, toDirectory)
dataFolder = 'images';
#create results directory
resultsDirectory = toolKit_dir+'/results';
if not os.path.exists(resultsDirectory):
os.makedirs(resultsDirectory);
dirs = sorted(os.listdir(inputImageDirectory))
# generate results summary
modelName = 'Object Detection'
totalImages = numElements;
totalMatch = totalMismatch = totalUnknown = totalBoundingBox = totalGroundTruth = totalWithoutGroundTruth = totalNotFound = 0;
accuracyMatch = 0;
for row in resultDataBase:
for result in row:
if result == 'Match':
totalMatch += 1
elif result == 'IOU Mismatch' or result == 'Label Mismatch':
totalMismatch += 1
elif result == 'Unknown':
totalUnknown += 1
elif result == 'Not Found':
totalNotFound += 1
totalGroundTruth = totalMatch + totalMismatch
totalBoundingBox = totalMatch + totalMismatch + totalUnknown
totalWithoutGroundTruth = totalBoundingBox - totalGroundTruth
accuracyMatch = float(totalMatch)/totalBoundingBox*100
accuracyMismatch = float(totalMismatch)/totalBoundingBox*100
#Results Summary
print("resultsSummary.txt generation ..")
orig_stdout = sys.stdout
sys.stdout = open(resultsDirectory+'/resultsSummary.txt','w')
print("\n\n ***************** OBJECT DETECTION SUMMARY ***************** \n");
import numpy as np
print('Total Number of Images -- '+ str(totalImages));
print('Total Number of Bounding Boxes -- '+ str(totalBoundingBox));
print('Number of Bounding Boxes With GroundTruth -- '+str(totalGroundTruth));
print('Number of Bounding Boxes Without GroundTruth -- '+str(totalWithoutGroundTruth));
print("");
print("\n*****GroundTruth*****");
print('Number of Bounding Boxes Matched -- '+str(totalMatch));
print('Number of Bounding Boxes Mismatched -- '+str(totalMismatch));
print('Number of Bounding Boxes not found by tool -- ' +str(totalNotFound))
print("");
print("\n*****Without GroundTruth*****");
print('Number of Bounding Boxes Unknown -- '+str(totalUnknown));
print("\n*****Statistics*****");
print('Match Accuracy -- '+str(np.around(accuracyMatch,decimals=2))+' %');
print('Mismatch Accuracy -- '+str(np.around(accuracyMismatch,decimals=2))+' %');
sys.stdout = orig_stdout
print("resultsSummary.txt generated")
#generate label summary
labelMatch = []
for i in range(20):
labelMatch.append([])
for j in range(8):
labelMatch[i].append(0)
for i in range(labelElements):
labelMatch[i][0] = labelLines[i][0]
labelMatch[i][1] = labelLines[i][1]
#number of images with label for atleast one bounding box
numImages = 0
for row in gtLines:
for label in row:
if label == labelLines[i][1]:
numImages += 1
break
labelMatch[i][2] = numImages
#number of matched bounding boxes
numBoxesMatch = 0
numBoxesNotFound = 0
numBoxesMismatch = 0
numBoxesUnkown = 0
for x in range(numElements):
for y in range(len(resultDataBase[x])):
if resultDataBase[x][y] == labelMatch[i][1] and resultDataBase[x][y+1] == 'Match':
numBoxesMatch += 1
elif resultDataBase[x][y] == labelMatch[i][1] and resultDataBase[x][y+1] == 'Not Found':
numBoxesNotFound += 1
elif resultDataBase[x][y] == labelMatch[i][1] and (resultDataBase[x][y+1] == 'IOU Mismatch' or resultDataBase[x][y+1] == 'Label Mismatch'):
numBoxesMismatch += 1
elif resultDataBase[x][y] == labelMatch[i][1] and resultDataBase[x][y+1] == 'Unknown':
numBoxesUnkown += 1
labelMatch[i][4] = numBoxesMatch
labelMatch[i][5] = numBoxesMismatch
labelMatch[i][6] = numBoxesUnkown
labelMatch[i][7] = numBoxesNotFound
#number of bounding boxes of each label
numBoxes = numBoxesMatch + numBoxesMismatch + numBoxesNotFound + numBoxesUnkown
labelMatch[i][3] = numBoxes
# Label Summary
print("labelSummary.csv generation ..")
orig_stdout = sys.stdout
sys.stdout = open(resultsDirectory+'/labelSummary.csv','w')
print("Label ID, Label Description, Images in DataBase, Bounding Boxes in DataBase, Bounding Boxes Matched, Bounding Boxes Mismatched, Bounding Boxes Unknown, Bounding Boxes Not Found ");
for i in range(20):
print("%s,%s,%d,%d,%d,%d,%d,%d"%(labelMatch[i][0], labelMatch[i][1], labelMatch[i][2], labelMatch[i][3], labelMatch[i][4], labelMatch[i][5], labelMatch[i][6], labelMatch[i][7]));
sys.stdout = orig_stdout
print("labelSummary.csv generated")
# generate html file
print("index.html generation ..")
#orig_stdout = sys.stdout
sys.stdout = open(toolKit_dir+'/index.html','w')
print ("<!DOCTYPE HTML PUBLIC \" -//W3C//DTD HTML 4.0 Transitional//EN\">");
print ("\n<html>");
print ("<head>");
print ("\n\t<meta http-equiv=\"content-type\" content=\"text/html; charset=utf-8\"/>");
print ("\t<title>AMD Dataset Analysis Tool</title>");
print ("\t<link rel=\"icon\" href=\"icons/vega_icon_150.png\"/>");
# page style
print ("\n\t<style type=\"text/css\">");
print ("\t");
print ("\tbody,div,table,thead,tbody,tfoot,tr,th,td,p { font-family:\"Liberation Sans\"; font-size:x-small }");
print ("\ta.comment-indicator:hover + comment { background:#ffd; position:absolute; display:block; border:1px solid black; padding:0.5em; }");
print ("\ta.comment-indicator { background:red; display:inline-block; border:1px solid black; width:0.5em; height:0.5em; }");
print ("\tcomment { display:none; } tr:nth-of-type(odd) { background-color:#f2f2f2;}");
print ("\t");
print ("\t#myImg { border-radius: 5px; cursor: pointer; transition: 0.3s; }");
print ("\t#myImg:hover { opacity: 0.7; }");
print ("\t.modal{ display: none; position: fixed; z-index: 8; padding-top: 100px; left: 0; top: 0;width: 100%;");
print ("\t height: 100%; overflow: auto; background-color: rgb(0,0,0); background-color: rgba(0,0,0,0.9); }");
print ("\t.modal-content { margin: auto; display: block; width: 80%; max-width: 500px; }");
print ("\t#caption { margin: auto; display: block; width: 80%; max-width: 700px; text-align: center; color: white;font-size: 12px; padding: 10px 0; height: 150px;}");
print ("\tcanvas { padding-left: 0; padding-right: 0; margin-left: auto; margin-right: auto; display: block; width: 416px; height: 416px}");
print ("\t.modal-content, #caption { -webkit-animation-name: zoom; -webkit-animation-duration: 0.6s;");
print ("\t animation-name: zoom; animation-duration: 0.6s; }");
print ("\t@-webkit-keyframes zoom { from { -webkit-transform:scale(0) } to { -webkit-transform:scale(1) }}");
print ("\t@keyframes zoom { from {transform:scale(0)} to {transform:scale(1) }}");
print ("\t.close { position: absolute; top: 15px; right: 35px; color: #f1f1f1; font-size: 40px; font-weight: bold; transition: 0.3s; }");
print ("\t.close:hover,.close:focus { color: #bbb; text-decoration: none; cursor: pointer; }");
print ("\t@media only screen and (max-width: 400px){ .modal-content { width: 100%; } }");
print ("\t");
print ("\tbody { font-family: \"Lato\", sans-serif;}");
print ("\t.sidenav { height: 100%; width: 0; position: fixed; z-index: 7; top: 0; left: 0; background-color: #111;");
print ("\t\t overflow-x: hidden; transition: 0.5s; padding-top: 60px;}");
print ("\t.sidenav a { padding: 8px 8px 8px 32px; text-decoration: none; font-size: 25px; color: #818181; display: block; transition: 0.3s;}");
print ("\t.sidenav a:hover { color: #f1f1f1;}");
print ("\t.sidenav .closebtn { position: absolute; top: 0; right: 25px; font-size: 36px; margin-left: 50px;}");
print ("\t#main { transition: margin-left .5s; padding: 16px; }");
print ("\t@media screen and (max-height: 450px) { .sidenav {padding-top: 15px;} .sidenav a {font-size: 18px;} }");
print ("\t");
print ("\tbody {margin:0;}");
print ("\t.navbar { overflow: hidden; background-color: #333; position: fixed; z-index: 6; top: 0; width: 100%;}");
print ("\t.navbar a { float: left; display: block; color: #f2f2f2; text-align: center; padding: 14px 16px; text-decoration: none; font-size: 17px; }");
print ("\t.navbar a:hover { background: #ddd; color: black;}");
print ("\t.main { padding: 16px; margin-top: 30px; }");
print ("\t");
print ("\tselect {-webkit-appearance: none; -moz-appearance: none; text-indent: 0px; text-overflow: ''; color:maroon; }");
print ("\t");
print ("\t.tooltip { position: relative; display: inline-block;}");
print ("\t.tooltip .tooltiptext { visibility: hidden; width: 150px; background-color: black; color: gold;");
print ("\t\ttext-align: center; border-radius: 6px; padding: 5px; position: absolute; z-index: 3;}");
print ("\t.tooltip:hover .tooltiptext { visibility: visible;}");
print ("\t");
print ("\t.footer { position: fixed; left: 0; bottom: 0; width: 100%; background-color: #333; color: white; text-align: center;}");
print ("\t");
print ("\t</style>");
print ("\n</head>");
print ("\n\n<body>");
print ("\t");
print ("\t<div id=\"myModal\" class=\"modal\" align=\"center\"> <span class=\"close\">×</span> <img class=\"modal-content\" id=\"img01\"> \
<canvas id=\"myCanvas\" width=\"416\" height=\"416\" > Your browser does not support the HTML5 canvas tag.</canvas> \
<div id=\"caption\"></div> </div>");
print ("\t");
# table content order
print ("\t<div id=\"mySidenav\" class=\"sidenav\">");
print ("\t<a href=\"javascript:void(0)\" class=\"closebtn\" onclick=\"closeNav()\">×</a>");
print ("\t<A HREF=\"#table0\"><font size=\"5\">Summary</font></A><br>");
print ("\t<A HREF=\"#table1\"><font size=\"5\">Graphs</font></A><br>");
#print ("\t<A HREF=\"#table2\"><font size=\"5\">Hierarchy</font></A><br>");
print ("\t<A HREF=\"#table3\"><font size=\"5\">Labels</font></A><br>");
print ("\t<A HREF=\"#table4\"><font size=\"5\">Image Results</font></A><br>");
print ("\t<A HREF=\"#table5\"><font size=\"5\">Compare</font></A><br>");
print ("\t<A HREF=\"#table6\"><font size=\"5\">Model Score</font></A><br>");
print ("\t<A HREF=\"#table7\"><font size=\"5\">Help</font></A><br>");
print ("\t</div>");
print ("\t");
# scripts
print ("\t<script>");
print ("\t\tfunction openNav() {");
print ("\t\t\tdocument.getElementById(\"mySidenav\").style.width = \"250px\";");
print ("\t\t\tdocument.getElementById(\"main\").style.marginLeft = \"250px\";}");
print ("\t\tfunction closeNav() {");
print ("\t\t\tdocument.getElementById(\"mySidenav\").style.width = \"0\";");
print ("\t\t\tdocument.getElementById(\"main\").style.marginLeft= \"0\";}");
print ("\t\tfunction myreload() { location.reload();}");
print ("\t");
print ("\t\tfunction sortTable(coloum,descending) {");
print ("\t\tvar table, rows, switching, i, x, y, shouldSwitch;");
print ("\t\ttable = document.getElementById(id=\"resultsTable\"); switching = true;");
print ("\t\twhile (switching) { switching = false; rows = table.getElementsByTagName(\"TR\");");
print ("\t\t\tfor (i = 1; i < (rows.length - 1); i+= 1) { shouldSwitch = false;");
print ("\t\t\t\tx = rows[i].getElementsByTagName(\"TD\")[coloum];");
print ("\t\t\t\ty = rows[i + 1].getElementsByTagName(\"TD\")[coloum];");
print ("\t\t\t\tif(descending){if (x.innerHTML.toLowerCase() < y.innerHTML.toLowerCase()) {");
print ("\t\t\t\t\tshouldSwitch= true; break;}}");
print ("\t\t\t\telse{if (x.innerHTML.toLowerCase() > y.innerHTML.toLowerCase()) {");
print ("\t\t\t\t\tshouldSwitch= true; break;}}}");
print ("\t\t\t\tif (shouldSwitch) { rows[i].parentNode.insertBefore(rows[i + 1], rows[i]);");
print ("\t\t\t\t\tswitching = true;}}}");
print ("\t");
print ("\t");
print ("\t\tfunction sortLabelsTable(coloum,descending) {");
print ("\t\tvar table, rows, switching, i, x, y, shouldSwitch;");
print ("\t\ttable = document.getElementById(id=\"labelsTable\"); switching = true;");
print ("\t\twhile (switching) { switching = false; rows = table.getElementsByTagName(\"TR\");");
print ("\t\t\tfor (i = 1; i < (rows.length - 1); i+= 1) { shouldSwitch = false;");
print ("\t\t\t\tx = rows[i].getElementsByTagName(\"TD\")[coloum];");
print ("\t\t\t\ty = rows[i + 1].getElementsByTagName(\"TD\")[coloum];");
print ("\t\t\t\tif(descending){if (x.innerHTML.toLowerCase() < y.innerHTML.toLowerCase()) {");
print ("\t\t\t\t\tshouldSwitch= true; break;}}");
print ("\t\t\t\telse{if (x.innerHTML.toLowerCase() > y.innerHTML.toLowerCase()) {");
print ("\t\t\t\t\tshouldSwitch= true; break;}}}");
print ("\t\t\t\tif (shouldSwitch) { rows[i].parentNode.insertBefore(rows[i + 1], rows[i]);");
print ("\t\t\t\t\tswitching = true;}}}");
print ("\t");
print ("\t</script>");
print ("\t<script src=\"utils/sorttable.js\"></script>");
print ("\t");
print ("\t<script>");
print ("\t\tfunction filterResultTable(rowNum, DataVar) {");
print ("\t\tvar input, filter, table, tr, td, i;");
print ("\t\tinput = document.getElementById(DataVar);");
print ("\t\tfilter = input.value.toUpperCase();");
print ("\t\ttable = document.getElementById(\"resultsTable\");");
print ("\t\ttr = table.getElementsByTagName(\"tr\");");
print ("\t\tfor (i = 1; i < tr.length; i+= 1) {");
print ("\t\ttd = tr[i].getElementsByTagName(\"td\")[rowNum];");
print ("\t\tif (td) { if (td.innerHTML.toUpperCase().indexOf(filter) > -1) {tr[i].style.display = \"\"; }");
print ("\t\telse { tr[i].style.display = \"none\";}}}}");
print ("\t</script>");
print ("\t");
print ("\t");
print ("\t<script>");
print ("\t\tfunction filterLabelTable(rowNum, DataVar) {");
print ("\t\tvar input, filter, table, tr, td, i;");
print ("\t\tinput = document.getElementById(DataVar);");
print ("\t\tfilter = input.value.toUpperCase();");
print ("\t\ttable = document.getElementById(\"labelsTable\");");
print ("\t\ttr = table.getElementsByTagName(\"tr\");");
print ("\t\tfor (i = 1; i < tr.length; i+= 1) {");
print ("\t\ttd = tr[i].getElementsByTagName(\"td\")[rowNum];");
print ("\t\tif (td) { if (td.innerHTML.toUpperCase().indexOf(filter) > -1) {tr[i].style.display = \"\"; }");
print ("\t\telse { tr[i].style.display = \"none\";}}}}");
print ("\t</script>");
print ("\t");
print ("");
print ("\t<script>");
print ("\t\tfunction clearLabelFilter() {");
print ("\t\tdocument.getElementById('Label ID').value = ''");
print ("\t\tdocument.getElementById('Label Description').value = ''");
print ("\t\tdocument.getElementById('Images in DataBase').value = ''");
print ("\t\tdocument.getElementById('Bounding Boxes in DataBase').value = ''");
print ("\t\tdocument.getElementById('Matched').value = ''");
print ("\t\tdocument.getElementById('Not Found').value = ''");
print ("\t\tdocument.getElementById('Mismatched').value = ''");
print ("\t\tfilterLabelTable(0,'Label ID') }");
print ("\t</script>");
print ("");
print ("");
print ("\t<script>");
print ("\t\tfunction clearResultFilter() {");
print ("\t\tdocument.getElementById('GroundTruthText').value = ''");
print ("\t\tdocument.getElementById('BoundingBoxToolText').value = ''");
print ("\t\tdocument.getElementById('Confidence').value = ''");
print ("\t\tfilterResultTable(2,'GroundTruthText') }");
print ("\t</script>");
print ("");
print ("\t<script>");
print ("\t\tfunction findGroundTruthLabel(label) {");
print ("\t\tclearResultFilter();");
print ("\t\tdocument.getElementById('GroundTruthText').value = label;");
print ("\t\tfilterResultTable(2,'GroundTruthText');");
print ("\t\twindow.location.href = '#table4';");
print ("\t\t}");
print ("");
print ("\t\tfunction findMisclassifiedGroundTruthLabel(label) {");
print ("\t\tclearResultFilter();");
print ("\t\tdocument.getElementById('Text1').value = label;");
print ("\t\tfilterResultTable(10,'Text1');");
print ("\t\twindow.location.href = '#table4';");
print ("\t\t}");
print ("");
print ("\t\tfunction highlightRow(obj){");
print ("\t\tvar tr=obj; while (tr.tagName.toUpperCase()!='TR'&&tr.parentNode){ tr=tr.parentNode;}");
print ("\t\tif (!tr.col){tr.col=tr.bgColor; } if (obj.checked){ tr.bgColor='#d5f5e3';}");
print ("\t\telse { tr.bgColor=tr.col;}}");
print ("");
print ("\t\tfunction goToImageResults() { window.location.href = '#table4';}");
print ("");
print ("\t\tfunction findImagesWithNoGroundTruthLabel() {");
print ("\t\tclearResultFilter();");
print ("\t\tdocument.getElementById('GroundTruthText').value = '';");
print ("\t\tfilterResultTable(2,'GroundTruthText');");
print ("\t\twindow.location.href = '#table4';");
print ("\t\t}");
print ("");
print ("\t\tfunction findImageMisMatch() {");
print ("\t\tclearResultFilter();");
print ("\t\tdocument.getElementById('Matched').value = '0';");
print ("\t\tfilterResultTable(9,'Matched');");
print ("\t\twindow.location.href = '#table4';");
print ("\t\t}");
print ("");
print ("\t\tfunction findTopKMatch() {");
print ("\t\tclearResultFilter();");
print ("\t\tdocument.getElementById('Matched').value = '0';");
print ("\t\tnotResultFilter();");
print ("\t\twindow.location.href = '#table4';");
print ("\t\t}");
print ("");
print ("\t\tfunction filterResultTableInverse(rowNum, DataVar) {");
print ("\t\tvar input, filter, table, tr, td, i;");
print ("\t\tinput = document.getElementById(DataVar);");
print ("\t\tfilter = input.value.toUpperCase();");
print ("\t\ttable = document.getElementById(\"resultsTable\");");
print ("\t\ttr = table.getElementsByTagName(\"tr\");");
print ("\t\tfor (i = 1; i < tr.length; i+= 1) {");
print ("\t\ttd = tr[i].getElementsByTagName(\"td\")[rowNum];");
print ("\t\tif (td) { if (td.innerHTML.toUpperCase().indexOf(filter) <= -1) {tr[i].style.display = \"\"; }");
print ("\t\telse { tr[i].style.display = \"none\";}}}}");
print ("\t\tfunction findImagesWithGroundTruthLabel(){");
print ("\t\tclearResultFilter();");
print ("\t\tdocument.getElementById('Matched').value = '-1';");
print ("\t\tfilterResultTableInverse(9, 'Matched')");
print ("\t\twindow.location.href = '#table4';");
print ("\t\t}");
print ("");
print ("\t\tfunction notResultFilter( ) {");
print ("\t\tvar input, filter, table, tr, td, i, rowNum, count;");
print ("\t\tcount=0;");
print ("\t\tif(document.getElementById('GroundTruthText').value != ''){");
print ("\t\tinput = document.getElementById('GroundTruthText'); rowNum = 2;count+= 1;}");
print ("\t\tif(document.getElementById('BoundingBoxToolText').value != ''){");
print ("\t\tinput = document.getElementById('BoundingBoxToolText'); rowNum = 3;count+= 1;}");
print ("\t\tif(document.getElementById('Confidence').value != ''){");
print ("\t\tinput = document.getElementById('Top1'); rowNum = 4;count+= 1; }");
print ("\t\tif(count == 0){alert(\"Not Filter ERROR: No filter variable entered\");}");
print ("\t\telse if(count > 1){");
print ("\t\talert(\"Not Filter ERROR: Only one variable filtering supported. Use Clear Filter and enter one filter variable\");}");
print ("\t\tfilter = input.value.toUpperCase();");
print ("\t\ttable = document.getElementById(\"resultsTable\");");
print ("\t\ttr = table.getElementsByTagName(\"tr\");");
print ("\t\tfor (i = 1; i < tr.length; i+= 1) {");
print ("\t\ttd = tr[i].getElementsByTagName(\"td\")[rowNum];");
print ("\t\tif (td) { if (td.innerHTML.toUpperCase().indexOf(filter) <= -1) {tr[i].style.display = \"\"; }");
print ("\t\telse { tr[i].style.display = \"none\";}}}}");
print ("");
print ("\t\tfunction andResultFilter( ) {");
print ("\t\tvar inputOne, inputTwo, filterOne, filterTwo, table, tr, tdOne, tdTwo, i, rowNumOne, rowNumTwo,count;");
print ("\t\tcount=0;");
print ("\t\trowNumOne=0;");
print ("\t\tif(document.getElementById('GroundTruthText').value != ''){");
print ("\t\tinputOne = document.getElementById('GroundTruthText'); rowNumOne = 2;count+= 1;}");
print ("\t\telse if(document.getElementById('BoundingBoxToolText').value != ''){");
print ("\t\tinputOne = document.getElementById('BoundingBoxToolText'); rowNumOne = 3;count+= 1;}");
print ("\t\telse if(document.getElementById('Confidence').value != ''){");
print ("\t\tinputOne = document.getElementById('Confidence'); rowNumOne = 4;count+= 1; }");
print ("\t\tif(document.getElementById('GroundTruthText').value != '' && rowNumOne != 2){");
print ("\t\tinputTwo = document.getElementById('GroundTruthText'); rowNumTwo = 2;count+= 1;}");
print ("\t\telse if(document.getElementById('BoundingBoxToolText').value != '' && rowNumOne != 3){");
print ("\t\tinputTwo = document.getElementById('BoundingBoxToolText'); rowNumTwo = 3;count+= 1;}");
print ("\t\telse if(document.getElementById('Confidence').value != '' && rowNumOne != 4){");
print ("\t\tinputTwo = document.getElementById('Confidence'); rowNumTwo = 4;count+= 1; }");
print ("\t\tif(count == 0){alert(\"AND Filter ERROR: No filter variable entered\");}");
print ("\t\telse if(count == 1){alert(\"AND Filter ERROR: Enter two variables\");}");
print ("\t\telse if(count > 2){");
print ("\t\talert(\"AND Filter ERROR: Only two variable filtering supported. Use Clear Filter and enter two filter variable\");}");
print ("\t\tfilterOne = inputOne.value.toUpperCase();");
print ("\t\tfilterTwo = inputTwo.value.toUpperCase();");
print ("\t\ttable = document.getElementById(\"resultsTable\");");
print ("\t\ttr = table.getElementsByTagName(\"tr\");");
print ("\t\tfor (i = 1; i < tr.length; i+= 1) {");
print ("\t\ttdOne = tr[i].getElementsByTagName(\"td\")[rowNumOne];");
print ("\t\ttdTwo = tr[i].getElementsByTagName(\"td\")[rowNumTwo];");
print ("\t\tif (tdOne && tdTwo) { ");
print ("\t\tif (tdOne.innerHTML.toUpperCase().indexOf(filterOne) > -1 && tdTwo.innerHTML.toUpperCase().indexOf(filterTwo) > -1) ");
print ("\t\t{tr[i].style.display = \"\";}");
print ("\t\telse { tr[i].style.display = \"none\";}}}}");
print ("");
print ("\t\tfunction orResultFilter( ) {");
print ("\t\tvar inputOne, inputTwo, filterOne, filterTwo, table, tr, tdOne, tdTwo, i, rowNumOne, rowNumTwo, count;");
print ("\t\tcount=0;");
print ("\t\trowNumOne=0;");
print ("\t\tif(document.getElementById('GroundTruthText').value != ''){");
print ("\t\tinputOne = document.getElementById('GroundTruthText'); rowNumOne = 2;count+= 1;}");
print ("\t\telse if(document.getElementById('BoundingBoxToolText').value != ''){");
print ("\t\tinputOne = document.getElementById('BoundingBoxToolText'); rowNumOne = 3;count+= 1;}");
print ("\t\telse if(document.getElementById('Confidence').value != ''){");
print ("\t\tinputOne = document.getElementById('Confidence'); rowNumOne = 4;count+= 1; }");
print ("\t\tif(document.getElementById('GroundTruthText').value != '' && rowNumOne != 2){");
print ("\t\tinputTwo = document.getElementById('GroundTruthText'); rowNumTwo = 2;count+= 1;}");
print ("\t\telse if(document.getElementById('BoundingBoxToolText').value != '' && rowNumOne != 3){");
print ("\t\tinputTwo = document.getElementById('BoundingBoxToolText'); rowNumTwo = 3;count+= 1;}");
print ("\t\telse if(document.getElementById('Confidence').value != '' && rowNumOne != 4){");
print ("\t\tinputTwo = document.getElementById('Confidence'); rowNumTwo = 4;count+= 1; }");
print ("\t\tif(count == 0){alert(\"OR Filter ERROR: No filter variable entered\");}");
print ("\t\telse if(count == 1){alert(\"OR Filter ERROR: Enter two variables\");}");
print ("\t\telse if(count > 2){");
print ("\t\talert(\"OR Filter ERROR: Only two variable filtering supported. Use Clear Filter and enter two filter variable\");}");
print ("\t\tfilterOne = inputOne.value.toUpperCase();");
print ("\t\tfilterTwo = inputTwo.value.toUpperCase();");
print ("\t\ttable = document.getElementById(\"resultsTable\");");
print ("\t\ttr = table.getElementsByTagName(\"tr\");");
print ("\t\tfor (i = 1; i < tr.length; i+= 1) {");
print ("\t\ttdOne = tr[i].getElementsByTagName(\"td\")[rowNumOne];");
print ("\t\ttdTwo = tr[i].getElementsByTagName(\"td\")[rowNumTwo];");
print ("\t\tif (tdOne && tdTwo) { ");
print ("\t\tif (tdOne.innerHTML.toUpperCase().indexOf(filterOne) > -1 || tdTwo.innerHTML.toUpperCase().indexOf(filterTwo) > -1) ");
print ("\t\t{tr[i].style.display = \"\";}");
print ("\t\telse { tr[i].style.display = \"none\";}}}}");
print ("");
print ("\t</script>");
print ("");
print("\t<script>");
print("\t\tfunction clearResultBoxChoices() {");
print("\t\tdocument.getElementById('NumberOfBoxes').value = ''");
print("\t\tdocument.getElementById('TypeOfBox1').checked = false");
print("\t\tdocument.getElementById('TypeOfBox2').checked = false");
print("\t\tdocument.getElementById('TypeOfBox3').checked = true");
print("\t\t}");
print("\t</script>");
print ("");
#draw bounding box for tool
print ("\t<script>");
print ("\t\tfunction drawBoundingBox(x,y,w,h,label,conf) {");
print("\t\tstoreNumber();");
print("\t\tfunction storeNumber(){");
print("\t\tvar numB = document.getElementById(\"NumberOfBoxes\").value;");
print("\t\tif (numB == \"\") {numB = x.length;}");
print ("\t\tvar canvas, context;");
print ("\t\tfor(i = 0; i < numB; i++) {");
print ("\t\tcanvas = document.getElementById('myCanvas');");
print ("\t\tcontext = canvas.getContext('2d');");
print ("\t\tcontext.beginPath();");
print ("\t\tcontext.rect(Math.round(x[i]),Math.round(y[i]),Math.round(w[i]),Math.round(h[i]));");
print ("\t\tcontext.lineWidth = 3;");
print ("\t\tcontext.strokeStyle = 'green';");
print ("\t\tcontext.stroke();");
print ("\t\tvar font = '16px Times New Roman';");
print ("\t\tvar txt = label[i] + \";\" + (parseFloat(conf[i])*100).toFixed() + \"%\";");
print ("\t\tcontext.font = font;");
print ("\t\tcontext.textBaseline = 'top';");
print ("\t\tcontext.fillStyle = 'green';");
print ("\t\tvar width1 = context.measureText(txt).width;");
print ("\t\tcontext.fillRect(x[i], y[i], width1, parseInt(font, 10));");
print ("\t\tcontext.fillStyle = '#000'; ");
print ("\t\tcontext.fillText(txt,Math.round(x[i]),Math.round(y[i]));}}}");
print ("");
print ("\t</script>");
print ("");
#draw bounding box for GT
print ("\t<script>");
print ("\t\tfunction drawBoundingBoxGT(x,y,w,h,label) {");
print("\t\tstoreNumber();");
print("\t\tfunction storeNumber(){");
print("\t\tvar numB = document.getElementById(\"NumberOfBoxes\").value;");
print("\t\tif (numB == \"\") {numB = x.length;}");
print ("\t\tvar canvas, context;");
print ("\t\tfor(i = 0; i < numB; i++) {");
print ("\t\tcanvas = document.getElementById('myCanvas');");
print ("\t\tcontext = canvas.getContext('2d');");
print ("\t\tcontext.beginPath();");
print ("\t\tcontext.rect(Math.round(x[i]),Math.round(y[i]),Math.round(w[i]),Math.round(h[i]));");
print ("\t\tcontext.lineWidth = 3;");
print ("\t\tcontext.strokeStyle = 'blue';");
print ("\t\tcontext.stroke();");
print ("\t\tvar font = '16px Times New Roman';");
print ("\t\tvar txt = label[i];");
print ("\t\tcontext.font = font;");
print ("\t\tcontext.textBaseline = 'top';");
print ("\t\tcontext.fillStyle = 'blue';");
print ("\t\tvar width = context.measureText(txt).width;");
print ("\t\tcontext.fillRect(x[i], y[i], width, parseInt(font, 10));");
print ("\t\tcontext.fillStyle = '#000'; ");
print ("\t\tcontext.fillText(txt,Math.round(x[i]),Math.round(y[i]));}}}");
print ("");
print ("\t</script>");
print ("");
#Top view header
print ("\t<div class=\"navbar\">");
print ("\t<a href=\"#\">");
print ("\t<div id=\"main\">");
print ("\t<span style=\"font-size:30px;cursor:pointer\" onclick=\"openNav()\">☰ Views</span>");
print ("\t</div></a>");
print ("\t<a href=\"https://www.amd.com/en\" target=\"_blank\">");
print ("\t<img \" src=\"icons/small_amd_logo.png\" alt=\"AMD\" /></a>");
print ("\t<a href=\"https://gpuopen.com/\" target=\"_blank\">");
print ("\t<img \" src=\"icons/small_radeon_logo.png\" alt=\"GPUopen\" /></a>");
print ("\t<a href=\"https://github.com/ROCm/amdovx-modules#amd-openvx-modules-amdovx-modules\" target=\"_blank\">");
print ("\t<img \" src=\"icons/small_github_logo.png\" alt=\"AMD GitHub\" /></a>");
print ("\t<img \" src=\"icons/ADAT_500x100.png\" alt=\"AMD Inference ToolKit\" hspace=\"100\" height=\"90\"/> ");
print ("\t</div>");
print ("\t");
# graph script
print("\t<script type=\"text/javascript\" src=\"https://www.gstatic.com/charts/loader.js\"></script>");
print("\t<script type=\"text/javascript\">");
print("\t");
#overall summary
print("\tgoogle.charts.load('current', {'packages':['bar']});");
print("\tgoogle.charts.setOnLoadCallback(drawChart);");
print("\tfunction drawChart(){");
print("\tvar data = google.visualization.arrayToDataTable([");
print("\t[' ' , 'Match' , 'Mismatch', 'No Ground Truth' ],");
print("\t['Summary', %d , %d , %d ]"%(totalMatch,totalMismatch,totalWithoutGroundTruth));
print("\t]);");
print("\tvar options = { title: 'Overall Result Summary', vAxis: { title: 'Images' }, width: 800, height: 400 };");
print("\tvar chart = new google.charts.Bar(document.getElementById('Model_Stats'));");
print("\tchart.draw(data, google.charts.Bar.convertOptions(options));}");
print("\t");
#TopK pass fail summary
topKValue = 1;
print("\tgoogle.charts.load('current', {'packages':['corechart']});");
print("\tgoogle.charts.setOnLoadCallback(drawTopKResultChart);");
print("\tfunction drawTopKResultChart() {");
print("\tvar data = new google.visualization.DataTable();");
print("\tdata.addColumn('string', 'Top K');");
print("\tdata.addColumn('number', 'Matchs');");
print("\tdata.addRows([");
print("\t[ 'Matched Top%d Choice', %d ],"%(topKValue,accuracyMatch));
print("\t[ 'MisMatched', %d ]]);"%(accuracyMismatch));
print("\tvar options = { title:'Image Match/Mismatch Summary', width:750, height:400 };");
print("\tvar chart = new google.visualization.PieChart(document.getElementById('topK_result_chart_div'));");
print("\tchart.draw(data, options);}");
print("\t");
#only matched confidence
confidence_match_boxes = []
for i in range(numElements):
n = 3
m = 2
while n < len(resultDataBase[i]):
if(resultDataBase[i][m] == 'Match'):
confidence_match_boxes.append(float(resultDataBase[i][n]))
n = n + 3
m = m + 3
confidence_match_boxes = [round(elem,2) for elem in confidence_match_boxes]
confidence_mismatch_boxes = []
for i in range(numElements):
n = 3
m = 2
while n < len(resultDataBase[i]):
if resultDataBase[i][m] == 'IOU Mismatch' or resultDataBase[i][m] == 'Label Mismatch':
confidence_mismatch_boxes.append(float(resultDataBase[i][n]))
n = n + 3
m = m + 3
confidence_mismatch_boxes = [round(elem,2) for elem in confidence_mismatch_boxes]
"""
sys.stdout = orig_stdout
print confidence_match_boxes
print("len = ", len(confidence_match_boxes))
"""
freq_match = collections.Counter(confidence_match_boxes)
fVal = 0.99
i = 99
while i >= 0:
if round(fVal,2) not in freq_match:
freq_match[round(fVal,2)] = 0;
fVal = round(fVal,2) - round(0.01,2)
i = i-1
freq_match = collections.OrderedDict(sorted(freq_match.items()))
keys_match = list(freq_match.keys())
values_match = list(freq_match.values())
freq_mismatch = collections.Counter(confidence_mismatch_boxes)
fVal = 0.99
i = 99
while i >= 0:
if round(fVal,2) not in freq_mismatch:
freq_mismatch[round(fVal,2)] = 0;
fVal = round(fVal,2) - round(0.01,2)
i = i-1
freq_mismatch = collections.OrderedDict(sorted(freq_mismatch.items()))
keys_mismatch = list(freq_mismatch.keys())
values_mismatch = list(freq_mismatch.values())
#Cummulative Success/Failure
print("\tgoogle.charts.load('current', {packages: ['corechart', 'line']});");
print("\tgoogle.charts.setOnLoadCallback(drawConfBoxGraph);");
print("\tfunction drawConfBoxGraph() {");
print("\tvar data = new google.visualization.DataTable();");
print("\tdata.addColumn('number', 'Boxes');");
print("\tdata.addColumn('number', 'Match');");
print("\tdata.addColumn('number', 'Mismatch');");
print("\tdata.addRows([");
print("\t[1, 0, 0],");
fVal=0.99;
i = 99;
sumPass = 0;
sumFail = 0;
while i >= 0:
sumPass = float(sumPass + values_match[i]);
sumFail = float(sumFail + values_mismatch[i]);
if(i == 0):
print("\t[%.2f, %.4f, %.4f]"%(fVal, (sumPass/totalGroundTruth), (sumFail/totalGroundTruth)));
else:
print("\t[%.2f, %.4f, %.4f],"%(fVal, (sumPass/totalGroundTruth), (sumFail/totalGroundTruth)));
fVal = fVal-0.01;
i = i - 1;
print("\t]);");
print("\tvar options = { title:'Cummulative Success/Failure', hAxis: { title: 'Confidence', direction: '-1' }, vAxis: {title: 'Number of Boxes'}, series: { 0.01: {curveType: 'function'} }, width:750, height:400 };");
print("\tvar chart = new google.visualization.LineChart(document.getElementById('pass_fail_chart'));");
print("\tchart.draw(data, options);}");
print("\t");
print("\t</script>");
#Overall Summary
print("\t<!-- Overall Summary -->");
print("\t<A NAME=\"table0\"><h1 align=\"center\"><font color=\"DodgerBlue\" size=\"6\"><br><br><br><em>%s Overall Summary</em></font></h1></A>" %(modelName));
print("\t<table align=\"center\">");
print("\t<col width=\"350\">");
print("\t<col width=\"50\">");
print("\t<tr>");
print("\t<td><font color=\"black\" size=\"4\">Total Number of <b>Images</b></font></td>");
print("\t<td align=\"center\"><b><div class=\"tooltip\"><font color=\"black\" size=\"4\" onclick=\"clearResultFilter();goToImageResults();\"><b>%d</b></font><span class=\"tooltiptext\">Click on the Text to go to Image Results</span></div></b></td>"%(len(dirs)));
print("\t</tr>");
print("\t</table>\n<br><br><br>");
print("\t<table align=\"center\">");
print("\t<col width=\"350\">");
print("\t<col width=\"50\">");
print("\t<tr>");
print("\t<td><font color=\"black\" size=\"4\">Bounding Boxes <b>With Ground Truth</b></font></td>");
print("\t<td align=\"center\"><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%(totalGroundTruth));
print("\t</tr>");
print("\t<tr>");
print("\t<td><font color=\"black\" size=\"4\">Bounding Boxes <b>Without Ground Truth</b></font></td>");
print("\t<td align=\"center\"><b><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%(totalWithoutGroundTruth));
print("\t</tr>");
print("\t<tr>");
print("\t<td><font color=\"black\" size=\"4\"><b>Total Bounding Boxes</b></font></td>");
print("\t<td align=\"center\"><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%(totalBoundingBox));
print("\t</tr>");
print("\t</table>\n<br><br><br>");
print("\t<table align=\"center\">\n \t<col width=\"300\">\n \t<col width=\"100\">\n \t<col width=\"350\">\n \t<col width=\"100\">\n<tr>");
print("\t<td><font color=\"black\" size=\"4\">Total <b>Match</b></font></td>");
print("\t <td align=\"center\"><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%(totalMatch));
print("\t<td><font color=\"black\" size=\"4\">Total <b>Mismatch</b></font></td>");
print("\t <td align=\"center\"><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%(totalMismatch));
print("\t</tr>\n<tr>");
print("\t<td><font color=\"black\" size=\"4\"><b>Match Percentage</b></font></td>");
print("\t <td align=\"center\"><font color=\"black\" size=\"4\"><b>%.2f %%</b></font></td>"%(accuracyMatch));
print("\t<td><font color=\"black\" size=\"4\"><b>Mismatch Percentage</b></font></td>");
print("\t <td align=\"center\"><font color=\"black\" size=\"4\"><b>%.2f %%</b></font></td>"%(accuracyMismatch));
print("\t</tr>\n<tr>");
print("\t</tr>\n</table>\n<br><br><br>");
#summary date and time
print("\t<h1 align=\"center\"><font color=\"DodgerBlue\" size=\"4\"><br><em>Summary Generated On: </font><font color=\"black\" size=\"4\"> %s</font></em></h1>"%(datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')));
#Graph
print("\t<!-- Graph Summary -->");
print("<A NAME=\"table1\"><h1 align=\"center\"><font color=\"DodgerBlue\" size=\"6\"><br><br><br><em>Graphs</em></font></h1></A>");
print("\t<center><div id=\"Model_Stats\" style=\"border: 1px solid #ccc\"></div></center>");
print("\t<table align=\"center\" style=\"width: 90%\">");
print("\t");
print("\t<tr>");
print("\t<center><div id=\"topK_result_chart_div\" style=\"border: 1px solid #ccc\"></div></center>");
print("\t <td><center><div id=\"pass_fail_chart\" style=\"border: 0px solid #ccc\" ></div></center> </td>");
print("\t<table align=\"center\" style=\"width: 90%\">");
print("\t</tr>");
#label
print("\t<!-- Label Summary -->");
print("<A NAME=\"table3\"><h1 align=\"center\"><font color=\"DodgerBlue\" size=\"6\"><br><br><br><em>Label Summary (stats per image class)</em></font></h1></A>");
print("\t\t<table id=\"filterLabelTable\" align=\"center\" cellspacing=\"2\" border=\"0\" style=\"width: 70%\">");
print("\t\t<tr>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"Label ID\" onkeyup=\"filterLabelTable(0,id)\" placeholder=\"Label ID\" title=\"Label ID\"></td>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"Label Description\" onkeyup=\"filterLabelTable(1,id)\" placeholder=\"Label Description\" title=\"Label Description\"></td>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"Images in DataBase\" onkeyup=\"filterLabelTable(2,id)\" placeholder=\"Images in DataBase\" title=\"Images in DataBase\"></td>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"Bounding Boxes in DataBase\" onkeyup=\"filterLabelTable(3,id)\" placeholder=\"Bounding Boxes in DataBase\" title=\"Bounding Boxes in DataBase\"></td>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"Matched\" onkeyup=\"filterLabelTable(4,id)\" placeholder=\"Matched\" title=\"Matched\"></td>");
print("\t\t</tr>\n\t\t<tr>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"Not Found\" onkeyup=\"filterLabelTable(5,id)\" placeholder=\"Not Found\" title=\"Not Found\"></td>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"Mismatched\" onkeyup=\"filterLabelTable(6,id)\" placeholder=\"Mismatched\" title=\"Mismatched\"></td>");
print("\t\t<td align=\"center\"><button style=\"background-color:yellow;\" onclick=\"clearLabelFilter()\">Clear Filter</button></td>");
print("\t\t</tr>");
print("\t\t</table>");
print("\t\t<br>");
print("\t\t");
print("\t<table class=\"sortable\" id=\"labelsTable\" align=\"center\">");
print("\t<col width=\"100\">");
print("\t<col width=\"250\">");
print("\t<col width=\"200\">");
print("\t<col width=\"200\">");
print("\t<col width=\"200\">");
print("\t<col width=\"200\">");
print("\t<tr>");
print("\t<td align=\"center\"><font color=\"maroon\" size=\"3\"><b>Label ID</b></font></td>");
print("\t<td align=\"center\"><font color=\"maroon\" size=\"3\"><b>Label Description</b></font></td>");
print("\t<td align=\"center\"><font color=\"maroon\" size=\"3\"><b>Images in DataBase</b></font></td>");
print("\t<td align=\"center\"><font color=\"maroon\" size=\"3\"><b>Bounding Boxes in DataBase</b></font></td>");
print("\t<td align=\"center\"><font color=\"maroon\" size=\"3\"><b>Bounding Boxes Matched</b></font></td>");
print("\t<td align=\"center\"><font color=\"maroon\" size=\"3\"><b>Bounding Boxes Not Found</b></font></td>");
print("\t<td align=\"center\"><font color=\"maroon\" size=\"3\"><b>Bounding Boxes Mismatched</b></font></td>");
print("\t<td align=\"center\"><font color=\"black\" size=\"3\"><b>Check</b></font></td>");
print("\t\t</tr>");
totalLabelsFound = totalLabelsNeverFound = totalLabelsGroundTruth = totalLabelsWithoutGroundTruth = 0
i = 0;
while i < 20:
totalLabelsFound += labelMatch[i][4] + labelMatch[i][5] + labelMatch[i][6]
totalLabelsNeverFound += labelMatch[i][7]
totalLabelsGroundTruth += labelMatch[i][4] + labelMatch[i][5] + labelMatch[i][7]
totalLabelsWithoutGroundTruth += labelMatch[i][6]
labelTxt = labelLines[i][1];
print("\t<tr>");
print("\t\t<td align=\"center\"><font color=\"black\" size=\"2\" onclick=\"findGroundTruthLabel('%s')\"><b>%d</b></font></td>"%(labelTxt,i));
print("\t\t<td align=\"left\" onclick=\"findGroundTruthLabel('%s')\"><b>%s</b></td>"%(labelTxt,labelTxt));
print("\t\t<td align=\"center\"><font color=\"black\" size=\"2\"><b>%d</b></font></td>"%(labelMatch[i][2]));
if (labelMatch[i][3] == 0):
print("\t\t<td align=\"center\"><font color=\"red\" size=\"2\"><b>%d</b></font></td>"%(labelMatch[i][3]));
else:
print("\t\t<td align=\"center\"><font color=\"green\" size=\"2\"><b>%d</b></font></td>"%(labelMatch[i][3]));
print("\t\t<td align=\"center\"><font color=\"black\" size=\"2\"><b>%d</b></font></td>"%(labelMatch[i][4]));
print("\t\t<td align=\"center\"><font color=\"black\" size=\"2\"><b>%d</b></font></td>"%(labelMatch[i][5]));
if (labelMatch[i][6] == 0):
print("\t\t<td align=\"center\"><font color=\"green\" size=\"2\"><b>%d</b></font></td>"%(labelMatch[i][6]));
else:
print("\t\t<td align=\"center\"><font color=\"red\" size=\"2\"><b>%d</b></font></td>"%(labelMatch[i][6]));
print("\t\t<td align=\"center\"><input id=\"id_%d\" name=\"id[%d]\" type=\"checkbox\" value=\"%d\" onClick=\"highlightRow(this);\"></td>"%(i,i,i));
print("\t\t</tr>");
i = i + 1;
print("</table>");
print("<h1 align=\"center\"><font color=\"DodgerBlue\" size=\"4\"><br><em>Label Summary</em></font></h1>");
print("\t<table align=\"center\">");
print("\t<col width=\"350\">");
print("\t<col width=\"150\">");
print("\t<tr>");
print("\t<td><font color=\"black\" size=\"4\">Labels in Ground Truth <b>found</b></font></td>");
print("\t<td align=\"center\"><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%((totalLabelsFound-totalLabelsWithoutGroundTruth)));
print("\t</tr>");
print("\t<tr>");
print("\t<td><font color=\"black\" size=\"4\">Labels in Ground Truth <b>not found</b></font></td>");
print("\t<td align=\"center\"><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%(totalLabelsNeverFound));
print("\t</tr>");
print("\t<tr>");
print("\t<td><font color=\"black\" size=\"4\"><b>Total</b> Labels in Ground Truth</font></td>");
print("\t<td align=\"center\"><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%(totalLabelsGroundTruth));
print("\t</tr>");
print("</table>");
print("\t<br><br><table align=\"center\">");
print("\t<col width=\"400\">");
print("\t<col width=\"150\">");
print("\t<tr>");
print("\t<td><font color=\"black\" size=\"4\">Labels <b>not in Ground Truth</b> found</font></td>");
print("\t<td align=\"center\"><font color=\"black\" size=\"4\"><b>%d</b></font></td>"%(totalLabelsWithoutGroundTruth));
print("\t</tr>");
print("</table>");
#generate image resullts
#Image result
print("\t<!-- Image Summary -->");
print("<A NAME=\"table4\"><h1 align=\"center\"><font color=\"DodgerBlue\" size=\"6\"><br><br><br><em>Image Results</em></font></h1></A>");
print("\t\t<table id=\"filterTable\" align=\"center\" cellspacing=\"2\" border=\"0\" style=\"width: 60%\">");
print("\t\t<tr>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"GroundTruthText\" onkeyup=\"filterResultTable(2,id)\" placeholder=\"Ground Truth Text\" title=\"Ground Truth Text\"></td>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"BoundingBoxToolText\" onkeyup=\"filterResultTable(3,id)\" placeholder=\"Bounding Box Tool Text\" title=\"Bounding Box Tool Text\"></td>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"Confidence\" onkeyup=\"filterResultTable(4,id)\" placeholder=\"Match Confidence\" title=\"Confidence\"></td>");
print("\t\t<td align=\"center\"><button style=\"background-color:yellow;\" onclick=\"clearResultFilter()\">Clear Filter</button></td>");
print("\t\t</tr>");
print("\t\t<tr>");
print("\t\t<td align=\"center\"><button style=\"background-color:salmon;\" onclick=\"notResultFilter()\">Not Filter</button></td>");
print("\t\t<td align=\"center\"><button style=\"background-color:salmon;\" onclick=\"andResultFilter()\">AND Filter</button></td>");
print("\t\t<td align=\"center\"><button style=\"background-color:salmon;\" onclick=\"orResultFilter()\">OR Filter</button></td>");
print("\t\t</tr>");
print("\t\t</table>");
print("\t\t<br>");
print("\t\t");
print("\t\t<table id=\"DrawBoxTable\" align=\"center\" cellspacing=\"2\" border=\"0\" style=\"width: 60%\">");
print("\t\t<tr>");
print("\t\t<td><input type=\"text\" size=\"10\" id=\"NumberOfBoxes\" oninput= \"storeNumber()\"placeholder=\"Number of Boxes\" title=\"Number of Boxes\"></td>");
print("\t\t<td>");
print("\t\t<form name=\"boxTypeForm\" onclick=\"return onclickEventBoxType()\">");
print("\t\tSelect type of boxes to show:");
print("\t\t<br>");
print("\t\t<input type=\"radio\" id=\"TypeOfBox1\" name = \"TypeOfBox\" value = \"GT\">Only GT<br>");
print("\t\t<input type=\"radio\" id=\"TypeOfBox2\" name = \"TypeOfBox\" value = \"BB\">Only Bounding Boxes<br>");
print("\t\t<input type=\"radio\" id=\"TypeOfBox3\" name = \"TypeOfBox\" value = \"Both\" checked>Both<br>");
print("\t\t</form>");
print("\t\t</td>");
print("\t\t<tr>");
print("\t\t<td align=\"center\"><button style=\"background-color:yellow;\" onclick=\"clearResultBoxChoices()\">Clear Box Filter</button></td>");
print("\t\t</tr>");
print("\t\t</table>");
print("\t\t<br>");
print("<table id=\"resultsTable\" class=\"sortable\" align=\"center\" cellspacing=\"2\" border=\"0\" style=\"width: 98%\">");
print("\t<tr>");
print("\t\t<td height=\"17\" align=\"center\"><font color=\"Maroon\" size=\"2\" ><b>Image</b></font></td>");
print("\t\t<td height=\"17\" align=\"center\"><font color=\"Maroon\" size=\"2\"><b>FileName</b></font></td>");
print("\t\t<td align=\"center\"><b><div class=\"tooltip\"><font color=\"Maroon\" size=\"2\">Ground Truth Text</font><span class=\"tooltiptext\">Input Image Label. Click on the Text to Sort</span></div></b></td>");
print("\t\t<td align=\"center\"><b><div class=\"tooltip\"><font color=\"Maroon\" size=\"2\">Bounding Box Tool Text</font><span class=\"tooltiptext\">Output Image Label. Click on the Text to Sort</span></div></b></td>");
print("\t\t<td align=\"center\"><b><div class=\"tooltip\"><font color=\"Maroon\" size=\"2\">Confidence</font><span class=\"tooltiptext\">Confidence of the Match. Click on the Text to Sort</span></div></b></td>");
print("\t\t</tr>");
gtText = []
boxText = []
conf = []
for i in range(gtElements):
gtText.append([])
boxText.append([])
conf.append([])
for j in range(16):
gtText[i].append("")
boxText[i].append("")
conf[i].append("")
#should hold 15 bounding boxes per image as of now!!!!!!!!!!!!!
for i in range(gtElements):
n = 1
for j in range(1,16):
if n < len(gtLines[i]):
gtText[i][0] = gtLines[i][0]
gtText[i][j] = gtLines[i][n]
n = n+6
#should hold 15 bounding boxes per image as of now!!!!!!!!!!!!!