From 846e9bb79801c4f4dfa4d262d4fbc1be7d6f13f3 Mon Sep 17 00:00:00 2001 From: John Cupitt Date: Wed, 7 Jun 2017 14:56:13 +0100 Subject: [PATCH 1/4] experiment with a better smartcrop --- libvips/conversion/smartcrop.c | 119 ++++--- smartcrop/bunny.jpg | Bin 0 -> 633901 bytes smartcrop/cardinal.jpg | Bin 0 -> 906179 bytes smartcrop/cat.jpg | Bin 0 -> 1738192 bytes smartcrop/owl.jpg | Bin 0 -> 20996 bytes smartcrop/quagga.jpg | Bin 0 -> 7157613 bytes smartcrop/smartcrop.ws | 572 +++++++++++++++++++++++++++++++++ smartcrop/tn_bunny.jpg | Bin 0 -> 27925 bytes smartcrop/tn_cat.jpg | Bin 0 -> 15976 bytes smartcrop/tn_owl.jpg | Bin 0 -> 6836 bytes smartcrop/tn_quagga.jpg | Bin 0 -> 30654 bytes 11 files changed, 654 insertions(+), 37 deletions(-) create mode 100644 smartcrop/bunny.jpg create mode 100644 smartcrop/cardinal.jpg create mode 100644 smartcrop/cat.jpg create mode 100644 smartcrop/owl.jpg create mode 100644 smartcrop/quagga.jpg create mode 100644 smartcrop/smartcrop.ws create mode 100644 smartcrop/tn_bunny.jpg create mode 100644 smartcrop/tn_cat.jpg create mode 100644 smartcrop/tn_owl.jpg create mode 100644 smartcrop/tn_quagga.jpg diff --git a/libvips/conversion/smartcrop.c b/libvips/conversion/smartcrop.c index be5a67e9..8e065551 100644 --- a/libvips/conversion/smartcrop.c +++ b/libvips/conversion/smartcrop.c @@ -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. diff --git a/smartcrop/bunny.jpg b/smartcrop/bunny.jpg new file mode 100644 index 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