Mercurial > ift6266

annotate demo/Test1.mxml @ 647:47af8a002530 tip

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changed Theano to ift6266 and remove numpy as we do not use code from numpy in this repository
author Razvan Pascanu <r.pascanu@gmail.com>
date Wed, 17 Oct 2012 09:26:14 -0400
parents 269c39f55134
children
rev   line source
540
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1 <?xml version="1.0" encoding="utf-8"?>
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2
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3 <mx:Application xmlns:mx="http://www.adobe.com/2006/mxml" layout="absolute" creationComplete="init()">
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4 <mx:Image x="432" y="394" width="300" height="300" id="img" autoLoad="true" scaleContent="true"/>
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5 <mx:Image x="116" y="197" width="200" height="200" id="imdraw"/>
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6 <mx:HSlider x="503" y="150" id="rot" minimum="-180" maximum="180" value="0" liveDragging="true" change="changeImage()"/>
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7 <mx:HSlider x="503" y="120" minimum="-2" maximum="2" value="1" liveDragging="true" id="scalex" change="changeImage()"/>
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8 <mx:HSlider x="687" y="120" minimum="-2" maximum="2" value="1" liveDragging="true" id="scaley" change="changeImage()"/>
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9 <mx:HSlider x="503" y="90" minimum="-10" maximum="10" value="0" liveDragging="true" id="transx" change="changeImage()"/>
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10 <mx:HSlider x="683" y="90" minimum="-10" maximum="10" value="0" liveDragging="true" id="transy" change="changeImage()"/>
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11 <mx:HSlider x="503" y="178" id="skew" liveDragging="true" minimum="-1" maximum="1" change="changeImage()" value="0"/>
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12 <mx:Label x="839" y="414" text="X" id="lab0" width="43" height="36" fontSize="12" fontWeight="bold" textAlign="left" color="#0B333C" fontFamily="Verdana"/>
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13 <mx:Button x="128" y="405" label="Erase" click="can2.graphics.clear();changeDrawing();changeImage()"/>
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14 <mx:Label x="371" y="90" text="Translation"/>
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15 <mx:Label x="839" y="285" text="Restrict to:"/>
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16 <mx:Label x="371" y="116" text="Scale"/>
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17 <mx:Label x="371" y="148" text="Rotation"/>
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18 <mx:Label x="371" y="175" text="Skew"/>
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19 <mx:Label x="371" y="206" text="Salt &amp; Pepper Noise" width="134" height="20"/>
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20 <mx:HSlider x="503" y="208" id="spnoise" liveDragging="true" minimum="0" maximum="1" change="changeImage()" value="0"/>
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21 <mx:Label x="371" y="232" text="Gaussian Noise" width="108" height="20"/>
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22 <mx:HSlider x="503" y="234" id="gnoise" liveDragging="true" minimum="0" maximum="1" change="changeImage()" value="0"/>
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23 <mx:Label x="118" y="175" text="Draw here:" fontSize="10" fontWeight="bold"/>
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24 <mx:Label x="371" y="64" text="Transforms:" fontSize="10" fontWeight="bold"/>
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25 <mx:Label x="433" y="368" text="Resulting image:" fontSize="10" fontWeight="bold"/>
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26 <mx:Label x="835" y="236" text="Classifier:" fontSize="10" fontWeight="bold"/>
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27
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28 <mx:Script>
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29 <![CDATA[
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30 import mx.effects.Blur;
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31 import flash.utils.*;
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32 import flash.display.*;
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33 import flash.geom.*;
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34 private var can2:Sprite = new Sprite()
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35
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36 import cmodule.mlp_conv.CLibInit;
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37
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38 [Embed(source="mlp_w1", mimeType="application/octet-stream")] private static var mlp_w1:Class;
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39 [Embed(source="mlp_b1", mimeType="application/octet-stream")] private static var mlp_b1:Class;
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40 [Embed(source="mlp_w2", mimeType="application/octet-stream")] private static var mlp_w2:Class;
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41 [Embed(source="mlp_b2", mimeType="application/octet-stream")] private static var mlp_b2:Class;
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42
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43 [Embed(source="sda_w1", mimeType="application/octet-stream")] private static var sda_w1:Class;
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44 [Embed(source="sda_b1", mimeType="application/octet-stream")] private static var sda_b1:Class;
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45 [Embed(source="sda_w2", mimeType="application/octet-stream")] private static var sda_w2:Class;
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46 [Embed(source="sda_b2", mimeType="application/octet-stream")] private static var sda_b2:Class;
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47 [Embed(source="sda_w3", mimeType="application/octet-stream")] private static var sda_w3:Class;
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48 [Embed(source="sda_b3", mimeType="application/octet-stream")] private static var sda_b3:Class;
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49 [Embed(source="sda_w4", mimeType="application/octet-stream")] private static var sda_w4:Class;
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50 [Embed(source="sda_b4", mimeType="application/octet-stream")] private static var sda_b4:Class;
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51
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52 private var loader:CLibInit;
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53 private var lib:Object;
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54
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55 private var carac:String = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz";
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56
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57 private function init():void{
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58 var mlp_w1_data:ByteArray = new mlp_w1();
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59 var mlp_b1_data:ByteArray = new mlp_b1();
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60 var mlp_w2_data:ByteArray = new mlp_w2();
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61 var mlp_b2_data:ByteArray = new mlp_b2();
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62
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63 var sda_w1_data:ByteArray = new sda_w1();
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64 var sda_b1_data:ByteArray = new sda_b1();
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65 var sda_w2_data:ByteArray = new sda_w2();
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66 var sda_b2_data:ByteArray = new sda_b2();
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67 var sda_w3_data:ByteArray = new sda_w3();
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68 var sda_b3_data:ByteArray = new sda_b3();
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69 var sda_w4_data:ByteArray = new sda_w4();
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70 var sda_b4_data:ByteArray = new sda_b4();
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71
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72 mlp_w1_data.endian = Endian.LITTLE_ENDIAN;
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73 mlp_b1_data.endian = Endian.LITTLE_ENDIAN;
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74 mlp_w2_data.endian = Endian.LITTLE_ENDIAN;
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75 mlp_b2_data.endian = Endian.LITTLE_ENDIAN;
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76
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77 sda_w1_data.endian = Endian.LITTLE_ENDIAN;
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78 sda_b1_data.endian = Endian.LITTLE_ENDIAN;
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79 sda_w2_data.endian = Endian.LITTLE_ENDIAN;
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80 sda_b2_data.endian = Endian.LITTLE_ENDIAN;
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81 sda_w3_data.endian = Endian.LITTLE_ENDIAN;
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82 sda_b3_data.endian = Endian.LITTLE_ENDIAN;
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83 sda_w4_data.endian = Endian.LITTLE_ENDIAN;
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84 sda_b4_data.endian = Endian.LITTLE_ENDIAN;
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85
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86 mlp_w1_data.position = 0;
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87 mlp_b1_data.position = 0;
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88 mlp_w2_data.position = 0;
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89 mlp_b2_data.position = 0;
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90
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91 sda_w1_data.position = 0;
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92 sda_b1_data.position = 0;
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93 sda_w2_data.position = 0;
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94 sda_b2_data.position = 0;
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95 sda_w3_data.position = 0;
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96 sda_b3_data.position = 0;
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97 sda_w4_data.position = 0;
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98 sda_b4_data.position = 0;
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99
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100 loader = new CLibInit;
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101 lib = loader.init();
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102 lib.initparam(mlp_w1_data, mlp_b1_data, mlp_w2_data, mlp_b2_data, sda_w1_data, sda_b1_data, sda_w2_data, sda_b2_data, sda_w3_data, sda_b3_data, sda_w4_data, sda_b4_data);
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103 lib.choosemodel(0);
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104
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105 changeDrawing();
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106 changeImage();
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107
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108 imdraw.addEventListener(MouseEvent.MOUSE_DOWN, begin_drawing);
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109 //imdraw.addEventListener(MouseEvent.ROLL_OUT, stop_drawing);
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110 imdraw.addEventListener(MouseEvent.MOUSE_UP, stop_drawing);
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111
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112 calc_pred();
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113 }
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114
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115 private function calc_done(out:Array):void {
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116 var i:uint, s:Number = 0;
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117 if (!ch_dig.selected) for(i=0; i<10; i++) out[i] = 0;
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118 if (!ch_upper.selected) for(i=10; i<36; i++) out[i] = 0;
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119 if (!ch_lower.selected) for(i=36; i<62; i++) out[i] = 0;
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120 if(modelnum.selectedIndex == 0) {
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121 for(i=0; i<62; i++) s += out[i];
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122 if(s) for(i=0; i<62; i++) out[i] /= s;
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123 }
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124
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125 var ind:Array = out.sort(Array.DESCENDING | Array.RETURNINDEXEDARRAY | Array.NUMERIC);
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126 lab0.text = carac.charAt(ind[0])
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127 lab1.text = carac.charAt(ind[1])
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128 lab2.text = carac.charAt(ind[2])
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129 rec0.width = out[ind[0]]*130
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130 rec1.width = out[ind[1]]*130
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131 rec2.width = out[ind[2]]*130
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132 //rec0.setStyle("backgroundColor", 0xff0000);
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133
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134 setTimeout(calc_pred, 10);
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parents:
diff changeset
135 }
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parents:
diff changeset
136
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parents:
diff changeset
137 private function calc_pred():void {
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parents:
diff changeset
138 var bd:BitmapData = imnorm.source.bitmapData;
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parents:
diff changeset
139 var rect:Rectangle = new Rectangle(0, 0, 32, 32);
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parents:
diff changeset
140 var bytes:ByteArray = bd.getPixels(rect);
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parents:
diff changeset
141 bytes.position = 0;
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
142 lib.choosemodel(modelnum.selectedIndex);
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parents:
diff changeset
143 lib.prediction(calc_done, bytes);
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diff changeset
144 }
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diff changeset
145
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parents:
diff changeset
146 private function begin_drawing(event:MouseEvent):void {
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diff changeset
147 can2.graphics.lineStyle(thickness.value * imdraw.width/32, 0xFFFFFFFF);
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148 can2.graphics.moveTo(imdraw.mouseX, imdraw.mouseY)
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diff changeset
149 imdraw.addEventListener(MouseEvent.MOUSE_MOVE, draw_line);
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diff changeset
150 }
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diff changeset
151 private function stop_drawing(e:MouseEvent):void
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diff changeset
152 {
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diff changeset
153 imdraw.removeEventListener(MouseEvent.MOUSE_MOVE, draw_line);
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154 }
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155
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diff changeset
156 private function draw_line(e:MouseEvent):void
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diff changeset
157 {
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diff changeset
158 var x:Number = imdraw.mouseX, y:Number = imdraw.mouseY
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159 /*if (x<0 || x>imdraw.width || y<0 || y>imdraw.height) {
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160 stop_drawing(e)
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parents:
diff changeset
161 return
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diff changeset
162 }*/
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diff changeset
163 can2.graphics.lineTo(x, y);
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164 changeDrawing()
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165 changeImage()
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diff changeset
166 e.updateAfterEvent();
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167 }
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168
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169 private function changeDrawing():void{
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170 var bitmapDataObject2:BitmapData = new BitmapData(32, 32, false, 0x00000000);
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171 var rect:Rectangle = new Rectangle(0, 0, 32, 32);
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diff changeset
172 var m:Matrix = new Matrix()
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173 m.scale(32/imdraw.width, 32/imdraw.height)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
174 bitmapDataObject2.draw(can2,m,null,null,null,true);
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diff changeset
175 var myBitmap:Bitmap = new Bitmap(bitmapDataObject2);
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parents:
diff changeset
176 imdraw.source = myBitmap;
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parents:
diff changeset
177 }
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178
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179 private var ready:Boolean = false;
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diff changeset
180 private var cache:Number;
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
181 public function RandNormal(sigma:Number):Number {
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diff changeset
182 ready = !ready;
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
183 if (!ready) return cache * sigma;
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
184 var x:Number = Math.sqrt(-2 * Math.log(Math.random())), y:Number = Math.random()
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185 cache = x * Math.cos(2*Math.PI*y);
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parents:
diff changeset
186 return x * Math.sin(2*Math.PI*y) * sigma;
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parents:
diff changeset
187 }
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diff changeset
188
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parents:
diff changeset
189 private function changeImage():void{
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diff changeset
190
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parents:
diff changeset
191 var bitmapDataObject2:BitmapData = new BitmapData(32, 32, false, 0x00000000);
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192
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parents:
diff changeset
193 var can3:Sprite = new Sprite()
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
194 var x:Number, y:Number, l:int, t:Number, w:int, c:uint, n:uint
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diff changeset
195 n = int(0.999 + 3*rat.value)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
196 for(var j:uint=0; j<n; j++) {
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
197 x = -10+ Math.random()*52
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
198 y = -10 + Math.random()*52
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diff changeset
199 l = 5 + 30*rat.value*Math.random()
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
200 t = 2*Math.PI * Math.random()
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
201 w = 1 + 3*rat.value*Math.random()
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
202 c = 50+ 250*rat.value*Math.random()
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
203 can3.graphics.lineStyle(w, c | c<<8 | c<<16 | c<<24);
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parents:
diff changeset
204 can3.graphics.moveTo(x, y)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
205 can3.graphics.lineTo(x + l*Math.cos(t), y + l*Math.sin(t));
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parents:
diff changeset
206 }
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
207 bitmapDataObject2.draw(can3,null,null,null,null,true);
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diff changeset
208
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parents:
diff changeset
209 var m:Matrix = new Matrix()
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
210 m.scale(32/imdraw.width, 32/imdraw.height)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
211 m.translate(-16,-16)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
212 m.concat(new Matrix(1,0,-skew.value,1))
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boulanni <nicolas_boulanger@hotmail.com>
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diff changeset
213 m.scale(scalex.value, scaley.value)
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boulanni <nicolas_boulanger@hotmail.com>
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diff changeset
214 m.rotate(Math.PI* rot.value/180)
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boulanni <nicolas_boulanger@hotmail.com>
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diff changeset
215 m.translate(transx.value, transy.value)
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boulanni <nicolas_boulanger@hotmail.com>
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diff changeset
216 m.translate(16,16)
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diff changeset
217
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diff changeset
218 bitmapDataObject2.draw(can2,m,null,null,null,true);
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219
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220 var rect:Rectangle = new Rectangle(0, 0, 32, 32);
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
221 var bytes:ByteArray = bitmapDataObject2.getPixels(rect);
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diff changeset
222
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diff changeset
223 bytes.position = 0;
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diff changeset
224 for(var i:uint=0; i<4*32*32; i+=4) {
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boulanni <nicolas_boulanger@hotmail.com>
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diff changeset
225 //bytes[i]=0
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boulanni <nicolas_boulanger@hotmail.com>
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diff changeset
226 var g:int = bytes[i+1]
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diff changeset
227
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diff changeset
228 if (Math.random() < spnoise.value/5)
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diff changeset
229 g = Math.random() * 255
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diff changeset
230
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diff changeset
231 g += RandNormal(gnoise.value*55)
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diff changeset
232 g = Math.min(Math.max(g,0),255)
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diff changeset
233
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parents:
diff changeset
234 g = 127.5 + (g-127.5)*contr.value
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
235 bytes[i+1]=bytes[i+2]=bytes[i+3] = g
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
236 }
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diff changeset
237
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parents:
diff changeset
238 bitmapDataObject2.setPixels(rect, bytes);
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diff changeset
239
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parents:
diff changeset
240 var myBitmap:Bitmap = new Bitmap(bitmapDataObject2);
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
241 img.source = myBitmap;
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diff changeset
242
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parents:
diff changeset
243 NormImage();
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
244 }
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parents:
diff changeset
245
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parents:
diff changeset
246 private function NormImage():void{
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parents:
diff changeset
247 var rect:Rectangle = new Rectangle(0, 0, 32, 32);
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diff changeset
248
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parents:
diff changeset
249 /*var f:BlurFilter = new BlurFilter(5.0, 5.0, 1);
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diff changeset
250 var b2:BitmapData = new BitmapData(32, 32, false, 0);
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
251 b2.applyFilter(img.source.bitmapData, rect, new Point(0,0), f);*/
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parents:
diff changeset
252 //var b2:BitmapData = img.source.bitmapData.clone();
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diff changeset
253
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parents:
diff changeset
254 var bytes:ByteArray = img.source.bitmapData.getPixels(rect);
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
255 bytes.position = 0;
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parents:
diff changeset
256
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parents:
diff changeset
257 var pix:Array = new Array(32*32);
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
258 var i:int, j:int;
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
259 for(i=0; i<32*32; i++)
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parents:
diff changeset
260 pix[i] = bytes[4*i+1];
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
261
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
262 var ind:Array = pix.sort(Array.RETURNINDEXEDARRAY | Array.NUMERIC);
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
263 var med:Number = pix[ind[32*32/2]];
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diff changeset
264
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
265 var ci:Number = 0, cj:Number = 0, s:Number = 0, mtot:Number=0;
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parents:
diff changeset
266 for(i=0; i<32; i++)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
267 for(j=0; j<32; j++) {
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boulanni <nicolas_boulanger@hotmail.com>
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diff changeset
268 var g:int = pix[j*32+i];
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
269 g = Math.abs(g-med);
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boulanni <nicolas_boulanger@hotmail.com>
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diff changeset
270 mtot += g;
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
271 ci += g*i;
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
272 cj += g*j;
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
273 }
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
274 ci /= mtot;
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parents:
diff changeset
275 cj /= mtot;
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parents:
diff changeset
276
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
277 for(i=0; i<32; i++)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
278 for(j=0; j<32; j++) {
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
279 g = pix[j*32+i];
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
280 g = Math.abs(g-med);
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
281 s += g* ((i-ci)*(i-ci) + (j-cj)*(j-cj));
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parents:
diff changeset
282 }
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
283 s = Math.sqrt(s / mtot);
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
284 s = Math.max(s, 3)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
285 s = 9/s;
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parents:
diff changeset
286
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
287 var bitmapDataObject2:BitmapData = new BitmapData(32, 32, false, med | med<<8 | med<<16);
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parents:
diff changeset
288
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
289 var m:Matrix = new Matrix()
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boulanni <nicolas_boulanger@hotmail.com>
parents:
diff changeset
290 m.translate(-ci, -cj)
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boulanni <nicolas_boulanger@hotmail.com>
parents:
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291 m.scale(s, s)
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292 m.translate(16, 16)
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293
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294 bitmapDataObject2.draw(img.source.bitmapData,m,null,null,null,true);
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295
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296 var myBitmap:Bitmap = new Bitmap(bitmapDataObject2);
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297 imnorm.source = myBitmap;
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298 }
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299 ]]>
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300 </mx:Script>
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301 <mx:CheckBox x="840" y="309" label="Digits" selected="true" id="ch_dig"/>
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302 <mx:CheckBox x="840" y="338" label="Uppercase letters" selected="true" id="ch_upper"/>
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303 <mx:CheckBox x="840" y="368" label="Lowercase letters" selected="true" id="ch_lower"/>
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304 <mx:Canvas x="863" y="419" width="130" height="8" borderStyle="solid" borderColor="#B1C6CA" backgroundColor="#567B83" id="rec0">
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305 </mx:Canvas>
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306 <mx:Label x="839" y="442" text="Y" id="lab1" width="43" height="36" fontSize="12" fontWeight="bold" textAlign="left" color="#0B333C" fontFamily="Verdana"/>
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307 <mx:Canvas x="863" y="448" width="130" height="8" borderStyle="solid" borderColor="#B1C6CA" backgroundColor="#567B83" id="rec1">
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308 </mx:Canvas>
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309 <mx:Label x="839" y="471" text="Z" id="lab2" width="43" height="36" fontSize="12" fontWeight="bold" textAlign="left" color="#0B333C" fontFamily="Verdana"/>
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310 <mx:Canvas x="863" y="477" width="130" height="8" borderStyle="solid" borderColor="#B1C6CA" backgroundColor="#567B83" id="rec2">
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311 </mx:Canvas>
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312 <mx:ComboBox x="912" y="234" editable="false" id="modelnum" selectedIndex="1"><mx:ArrayCollection>
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313 <mx:String>Shallow MLP 500 h.u. /NIST</mx:String>
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314 <mx:String>Deep SDA 3x1000 h.u. /P07</mx:String>
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315 </mx:ArrayCollection></mx:ComboBox>
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316 <mx:Button x="475" y="60" label="Reset" click="transx.value=transy.value=0;scalex.value=scaley.value=1; rot.value=skew.value=spnoise.value=gnoise.value=rat.value=0; contr.value=1; changeImage();"/>
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317 <mx:Label x="371" y="260" text="Polarity / Contrast" width="108" height="20"/>
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318 <mx:HSlider x="503" y="262" id="contr" liveDragging="true" minimum="-1" maximum="1" change="changeImage()" value="1"/>
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319 <mx:Label x="371" y="288" text="Crossings Amount" width="108" height="20"/>
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320 <mx:Label x="115" y="444" text="Thickness" width="108" height="20"/>
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321 <mx:HSlider x="503" y="290" id="rat" liveDragging="true" minimum="0" maximum="1" change="changeImage()" value="0"/>
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322 <mx:Image x="992" y="285" width="100" height="100" id="imnorm" autoLoad="true" scaleContent="true"/>
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323 <mx:HSlider x="194" y="443" id="thickness" liveDragging="true" minimum="0.1" maximum="10" value="1.9" width="121"/>
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324 <mx:Button x="671" y="221" label="Shuffle" click="changeImage()" width="71"/>
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325
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326 </mx:Application>
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327