experiment with a better smartcrop

This commit is contained in:
John Cupitt 2017-06-07 14:56:13 +01:00
parent 7bcf0bb93f
commit 846e9bb798
11 changed files with 654 additions and 37 deletions

View File

@ -1,6 +1,4 @@
/* crop an image down to a specified size by removing boring parts
*
* Copyright: 2017, J. Cupitt
*
* Adapted from sharp's smartcrop feature, with kind permission.
*
@ -159,14 +157,53 @@ vips_smartcrop_entropy( VipsSmartcrop *smartcrop,
return( 0 );
}
/* Calculate sqrt(b1^2 + b2^2 ...)
*/
static int
pythagoras( VipsSmartcrop *smartcrop, VipsImage *in, VipsImage **out )
{
VipsImage **t = (VipsImage **)
vips_object_local_array( VIPS_OBJECT( smartcrop ),
2 * in->Bands + 1 );
int i;
for( i = 0; i < in->Bands; i++ )
if( vips_extract_band( in, &t[i], i, NULL ) )
return( -1 );
for( i = 0; i < in->Bands; i++ )
if( vips_multiply( t[i], t[i], &t[i + in->Bands], NULL ) )
return( -1 );
if( vips_sum( &t[in->Bands], &t[2 * in->Bands], in->Bands, NULL ) ||
vips_pow_const1( t[2 * in->Bands], out, 0.5, NULL ) )
return( -1 );
return( 0 );
}
static int
view_image( VipsImage *image )
{
VipsArrayImage *array;
int result;
array = vips_array_image_new( &image, 1 );
result = vips_system( "nip2 %s", "in", array, NULL );
vips_area_unref( VIPS_AREA( array ) );
return( result );
}
static int
vips_smartcrop_attention( VipsSmartcrop *smartcrop,
VipsImage *in, int *left, int *top )
{
/* ab ranges for skin colours. Trained with http://humanae.tumblr.com/
/* From smartcrop.js.
*/
static double ab_low[2] = { 3.0, 4.0 };
static double ab_high[2] = { 22.0, 31.0 };
static double skin_vector[] = {-0.78, -0.57, -0.44};
static double ones[] = {1.0, 1.0, 1.0};
VipsImage **t = (VipsImage **)
vips_object_local_array( VIPS_OBJECT( smartcrop ), 24 );
@ -178,45 +215,54 @@ vips_smartcrop_attention( VipsSmartcrop *smartcrop,
int x_pos;
int y_pos;
if( !(t[21] = vips_image_new_matrixv( 3, 3,
-1.0, 0.0, 1.0, -2.0, 0.0, 2.0, -1.0, 0.0, 1.0 )) )
return( -1 );
if( vips_rot( t[21], &t[22], VIPS_ANGLE_D90, NULL ) )
return( -1 );
/* Convert to LAB and just use the first three bands.
/* Simple laplacian.
*/
if( vips_colourspace( in, &t[0], VIPS_INTERPRETATION_LAB, NULL ) ||
if( !(t[21] = vips_image_new_matrixv( 3, 3,
-1.0, -1.0, -1.0,
-1.0, 8.0, -1.0,
-1.0, -1.0, -1.0 )) )
return( -1 );
/* Convert to XYZ and just use the first three bands.
*/
if( vips_colourspace( in, &t[0], VIPS_INTERPRETATION_XYZ, NULL ) ||
vips_extract_band( t[0], &t[1], 0, "n", 3, NULL ) )
return( -1 );
/* Sobel edge-detect on L.
/* Laplacian on Y.
*/
if( vips_extract_band( t[1], &t[2], 0, NULL ) ||
vips_conv( t[2], &t[3], t[21], NULL ) ||
vips_conv( t[2], &t[4], t[22], NULL ) ||
vips_abs( t[3], &t[5], NULL ) ||
vips_abs( t[4], &t[6], NULL ) ||
vips_add( t[5], t[6], &t[7], NULL ) )
if( vips_extract_band( t[1], &t[2], 1, NULL ) ||
vips_conv( t[2], &t[3], t[21],
"precision", VIPS_PRECISION_INTEGER,
NULL ) ||
vips_linear1( t[3], &t[12], 2, 0, NULL ) )
return( -1 );
/* Look for skin colours, plus L > 15.
view_image( t[12] );
/* Look for skin colours. Taken from smartcrop.js.
*/
if( vips_extract_band( t[1], &t[8], 1, "n", 2, NULL ) ||
vips_moreeq_const( t[8], &t[9], ab_low, 2, NULL ) ||
vips_lesseq_const( t[8], &t[10], ab_high, 2, NULL ) ||
vips_andimage( t[9], t[10], &t[11], NULL ) ||
vips_bandand( t[11], &t[12], NULL ) ||
vips_moreeq_const1( t[2], &t[18], 15.0, NULL ) ||
vips_andimage( t[12], t[18], &t[19], NULL ) )
return( -1 );
if(
/* Normalise to magnitude of colour in XYZ.
*/
pythagoras( smartcrop, t[1], &t[5] ) ||
vips_divide( t[1], t[5], &t[6], NULL ) ||
/* Distance from skin point.
*/
vips_linear( t[6], &t[7], ones, skin_vector, 3, NULL ) ||
pythagoras( smartcrop, t[7], &t[8] ) ||
/* Rescale to 100 - 0 score.
*/
vips_linear1( t[8], &t[13], -100.0, 100.0, NULL ) )
return( -1 );
/* Look for saturated areas.
*/
if( vips_colourspace( t[1], &t[13],
if( vips_colourspace( t[1], &t[10],
VIPS_INTERPRETATION_LCH, NULL ) ||
vips_extract_band( t[13], &t[14], 1, NULL ) ||
vips_more_const1( t[14], &t[15], 60.0, NULL ) )
vips_extract_band( t[10], &t[11], 1, NULL ) )
return( -1 );
/* Sum, shrink, blur and find maxpos.
@ -230,11 +276,10 @@ vips_smartcrop_attention( VipsSmartcrop *smartcrop,
vshrink = in->Ysize / 32.0;
sigma = sqrt( pow( smartcrop->width / hshrink, 2 ) +
pow( smartcrop->height / vshrink, 2 ) ) / 6;
if( vips_add( t[7], t[19], &t[16], NULL ) ||
vips_add( t[16], t[15], &t[17], NULL ) ||
vips_shrink( t[17], &t[20], hshrink, vshrink, NULL ) ||
vips_gaussblur( t[20], &t[23], sigma, NULL ) ||
vips_max( t[23], &max, "x", &x_pos, "y", &y_pos, NULL ) )
if( vips_sum( &t[11], &t[14], 3, NULL ) ||
vips_shrink( t[14], &t[15], hshrink, vshrink, NULL ) ||
vips_gaussblur( t[15], &t[16], sigma, NULL ) ||
vips_max( t[16], &max, "x", &x_pos, "y", &y_pos, NULL ) )
return( -1 );
/* Centre the crop over the max.

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@ -0,0 +1,572 @@
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