1 | <html> |
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2 | <head> |
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3 | <title>Compress colors using VQ</title> |
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4 | <meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> |
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5 | <style type="text/css"> |
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6 | @import "../../../../dojo/resources/dojo.css"; |
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7 | @import "../../../../dijit/tests/css/dijitTests.css"; |
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8 | |
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9 | .pane { margin-top: 2em; } |
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10 | </style> |
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11 | <script type="text/javascript" src="../../../../dojo/dojo.js" data-dojo-config="isDebug: true"></script> |
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12 | <script type="text/javascript"> |
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13 | dojo.require("dojox.encoding.tests.compression.colors"); |
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14 | dojo.require("dojox.encoding.compression.splay"); |
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15 | dojo.require("dojox.encoding.bits"); |
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16 | |
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17 | var colors = dojox.encoding.tests.compression.colors; |
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18 | |
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19 | var dist = function(a, b){ |
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20 | var r = a[0] - b[0], g = a[1] - b[1], b = a[2] - b[2]; |
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21 | return r * r + g * g + b * b; |
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22 | }; |
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23 | |
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24 | var hexcolor = function(c){ |
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25 | return "#" + (c[0] < 16 ? "0" : "") + c[0].toString(16) + |
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26 | (c[1] < 16 ? "0" : "") + c[1].toString(16) + |
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27 | (c[2] < 16 ? "0" : "") + c[2].toString(16); |
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28 | }; |
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29 | |
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30 | var maxdist = function(a, b, maxdist){ |
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31 | var r = Math.abs(a[0] - b[0]), g = Math.abs(a[1] - b[1]), b = Math.abs(a[2] - b[2]); |
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32 | ++maxdist[bits(r)]; |
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33 | ++maxdist[bits(g)]; |
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34 | ++maxdist[bits(b)]; |
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35 | }; |
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36 | |
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37 | var encodeColor = function(a, b, splay, stream){ |
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38 | var r = a[0] - b[0], g = a[1] - b[1], b = a[2] - b[2]; |
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39 | stream.putBits(r < 0 ? 1 : 0, 1); |
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40 | splay.encode(Math.abs(r), stream); |
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41 | stream.putBits(g < 0 ? 1 : 0, 1); |
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42 | splay.encode(Math.abs(g), stream); |
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43 | stream.putBits(b < 0 ? 1 : 0, 1); |
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44 | splay.encode(Math.abs(b), stream); |
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45 | }; |
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46 | |
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47 | var bits = function(x){ |
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48 | var w = 1; |
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49 | for(var v = 2; x >= v; v <<= 1, ++w); |
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50 | return w; |
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51 | }; |
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52 | |
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53 | var runVQ = function(n){ |
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54 | dojo.byId("status").innerHTML = "<em>Initializing...</em>"; |
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55 | dojo.byId("report").innerHTML = "<em>Running VQ...</em>"; |
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56 | var clusters = []; |
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57 | // select initial cluster centers |
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58 | var empty = {}; |
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59 | for(var i in colors){ |
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60 | if(i in empty){ continue; } |
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61 | clusters.push({center: colors[i]}); |
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62 | if(clusters.length == n){ break; } |
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63 | } |
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64 | /* |
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65 | for(var i = 0; i < n; ++i){ |
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66 | var r = Math.floor(Math.random() * 256), g = Math.floor(Math.random() * 256), b = Math.floor(Math.random() * 256); |
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67 | clusters.push({center: [r, g, b]}); |
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68 | } |
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69 | */ |
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70 | // do runs |
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71 | dojo.byId("status").innerHTML = "<div>Starting runs...</div>"; |
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72 | var jitter = 0, niter = 1; |
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73 | do { |
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74 | // save previous centers |
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75 | var old_clusters = []; |
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76 | dojo.forEach(clusters, function(c){ old_clusters.push({center: c.center}); c.members = []; }); |
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77 | // assign colors to clusters |
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78 | for(var i in colors){ |
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79 | if(i in empty){ continue; } |
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80 | var c = colors[i], k = -1, kd = Number.MAX_VALUE; |
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81 | for(var j = 0; j < clusters.length; ++j){ |
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82 | var jd = dist(clusters[j].center, c); |
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83 | if(jd < kd){ k = j, kd = jd; } |
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84 | } |
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85 | clusters[k].members.push(i); |
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86 | } |
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87 | // recalculate cluster centers |
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88 | for(var i = 0; i < clusters.length; ++i){ |
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89 | if(!clusters[i].members.length){ continue; } |
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90 | var r = 0, g = 0, b = 0; |
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91 | dojo.forEach(clusters[i].members, function(name){ |
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92 | var c = colors[name]; |
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93 | r += c[0]; |
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94 | g += c[1]; |
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95 | b += c[2]; |
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96 | }); |
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97 | r = Math.round(r / clusters[i].members.length); |
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98 | g = Math.round(g / clusters[i].members.length); |
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99 | b = Math.round(b / clusters[i].members.length); |
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100 | clusters[i].center = [r, g, b]; |
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101 | } |
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102 | // calculate the jitter |
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103 | jitter = 0; |
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104 | for(var i = 0; i < clusters.length; ++i){ |
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105 | jitter = Math.max(jitter, dist(clusters[i].center, old_clusters[i].center)); |
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106 | } |
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107 | var node = dojo.doc.createElement("div"); |
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108 | node.innerHTML = "Run #" + niter + ", jitter = " + jitter; |
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109 | dojo.byId("status").appendChild(node); |
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110 | ++niter; |
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111 | }while(jitter > 1 && niter < 1000); |
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112 | // calculate the required number of bytes |
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113 | var output = new dojox.encoding.bits.OutputStream(), |
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114 | splay = new dojox.encoding.compression.Splay(256); |
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115 | for(var i = 0; i < clusters.length; ++i){ |
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116 | var c = clusters[i], m = c.members, d = 0, ol = output.getWidth(); |
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117 | output.putBits(c.center[0], 8); |
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118 | output.putBits(c.center[1], 8); |
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119 | output.putBits(c.center[2], 8); |
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120 | splay.reset(); |
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121 | c.maxdist = [0, 0, 0, 0, 0, 0, 0, 0, 0]; |
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122 | for(var j = 0; j < m.length; ++j){ |
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123 | var color = colors[m[j]]; |
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124 | maxdist(c.center, color, c.maxdist); |
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125 | encodeColor(c.center, color, splay, output); |
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126 | } |
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127 | c.bits = output.getWidth() - ol; |
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128 | } |
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129 | var node = dojo.doc.createElement("div"); |
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130 | node.innerHTML = "Required " + Math.ceil(output.getWidth() / 8) + " bytes"; |
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131 | dojo.byId("status").appendChild(node); |
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132 | // generate color tables |
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133 | var reps = []; |
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134 | for(var i = 0; i < clusters.length; ++i){ |
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135 | var c = clusters[i], m = c.members; |
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136 | reps.push("<p>Cluster #" + i + " contains " + m.length + " members. Length histogram:"); |
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137 | for(var j = 0; j < c.maxdist.length; ++j){ |
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138 | if(c.maxdist[j]){ |
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139 | reps.push(" " + j + "—" + c.maxdist[j]); |
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140 | } |
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141 | } |
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142 | reps.push(". It requires " + c.bits + " bits (" + Math.ceil(c.bits / 8) + " bytes) to be encoded.</p>"); |
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143 | reps.push("<table>"); |
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144 | var wd = dist([255,255,255], c.center), bd = dist([0,0,0], c.center); |
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145 | reps.push("<tr><td style='background: " + hexcolor(c.center) + "; color: " + |
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146 | (wd < bd ? "black" : "white") + "'><strong>CENTER</strong></td><td>" + |
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147 | c.center[0] + "</td><td>" + c.center[1] + "</td><td>" + c.center[2] + "</td></tr>"); |
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148 | for(var j = 0; j < m.length; ++j){ |
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149 | var color = colors[m[j]]; |
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150 | wd = dist([255,255,255], color); |
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151 | bd = dist([0,0,0], color); |
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152 | reps.push("<tr><td style='background: " + m[j] + "; color: " + |
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153 | (wd < bd ? "black" : "white") + "'><strong>" + m[j] + "</strong></td><td>" + |
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154 | color[0] + "</td><td>" + color[1] + "</td><td>" + color[2] + "</td></tr>"); |
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155 | } |
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156 | reps.push("</table>"); |
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157 | } |
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158 | dojo.byId("report").innerHTML = reps.join("\n"); |
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159 | }; |
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160 | |
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161 | run = function(){ |
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162 | var n = parseInt(dojo.byId("ncluster").value); |
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163 | runVQ(n); |
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164 | }; |
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165 | |
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166 | dojo.addOnLoad(function(){ |
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167 | dojo.connect(dojo.byId("run"), "onclick", run); |
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168 | }); |
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169 | </script> |
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170 | </head> |
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171 | <body> |
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172 | <h1>Compress colors using VQ</h1> |
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173 | <p>Select desirable number of clusters: <select id="ncluster"> |
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174 | <option value="1">1</option> |
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175 | <option value="2">2</option> |
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176 | <option value="4">4</option> |
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177 | <option value="8">8</option> |
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178 | <option value="16">16</option> |
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179 | <option value="32">32</option> |
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180 | <option value="64">64</option> |
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181 | </select> <button id="run">Run</button></p> |
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182 | <div id="status" class="pane"><em>No status yet.</em></div> |
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183 | <div id="report" class="pane"><em>No results yet.</em></div> |
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184 | </body> |
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185 | </html> |
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