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@@ -213,7 +213,7 @@ double ConvolutionFeature::val ( const Example *example ) const
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y = example->y;
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y = example->y;
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const int colorStep = window_size_x*window_size_y;
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const int colorStep = window_size_x*window_size_y;
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- const int scalingSteps = 3;
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+ const int scalingSteps = 1;
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int halfwsx = std::floor ( window_size_x / 2 );
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int halfwsx = std::floor ( window_size_x / 2 );
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int halfwsy = std::floor ( window_size_y / 2 );
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int halfwsy = std::floor ( window_size_y / 2 );
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@@ -221,30 +221,40 @@ double ConvolutionFeature::val ( const Example *example ) const
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for ( int s = 0; s < scalingSteps; s++ )
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for ( int s = 0; s < scalingSteps; s++ )
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{
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{
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- int k = 1;
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- for ( int v = -halfwsy; v <= halfwsy; v+=wScale )
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- for ( int u = -halfwsx; u <= halfwsx; u+=wScale, k++ )
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- {
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- int uu = u;
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- int vv = v;
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- if (x+u < 0 || x+u >= xsize) uu=-u;
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- if (y+v < 0 || y+v >= ysize) vv=-v;
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- if ( x+uu > 0
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- && x+uu < xsize
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- && y+vv > 0
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- && y+vv < ysize
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- && k < beta->size() )
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+ for ( int c = 0; c < numChannels; c++ )
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+ {
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+ int paramIdx = 1;
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+ int pxIdx = 0;
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+ for ( int v = -halfwsy; v <= halfwsy; v++ )
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+ for ( int u = -halfwsx; u <= halfwsx; u++, pxIdx++ )
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{
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{
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- for ( int c = 0; c < numChannels; c++ )
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- val1 += imgD->get(x+uu,y+vv,c) * beta->operator [](k+c*colorStep);
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+ if (pxIdx % wScale == 0) paramIdx++;
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+
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+ int colorShift = paramIdx + c*colorStep;
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+ int uu = u;
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+ int vv = v;
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+
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+ if (x+u < 0 || x+u >= xsize) uu=-u;
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+ if (y+v < 0 || y+v >= ysize) vv=-v;
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+
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+ if ( x+uu > 0
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+ && x+uu < xsize
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+ && y+vv > 0
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+ && y+vv < ysize
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+ && paramIdx < beta->size() )
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+ {
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+ val1 += imgD->get(x+uu,y+vv,c)
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+ * beta->operator [](colorShift)
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+ / wScale * wScale;
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+ }
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}
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}
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- }
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+ }
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// increase scaling
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// increase scaling
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- halfwsx *= 2;
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- halfwsy *= 2;
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- wScale *= 2;
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+ halfwsx *= 3;
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+ halfwsy *= 3;
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+ wScale *= 3;
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}
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}
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// normalize scaling
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// normalize scaling
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