airplane 510x510 barbara 510x510 boats 510x510 lena 510x510 mandril 510x510 peppers 510x510 tiffany 510x510 zelda 510x510 Mean Std Max Min Comments
phash cmp3 phash cmp3 phash cmp3 phash cmp3 phash cmp3 phash cmp3 phash cmp3 phash cmp3 fixed 1px wide border problems - center crop to 510x510
I1-I7 I1-I7 I1-I7 I1-I7 I1-I7 I1-I7 I1-I7 I1-I7 all images converted to -colorspace gray
Grayscale Grayscale Grayscale Grayscale Grayscale Grayscale Grayscale Grayscale
brightness -20% 19.81 60.38 22.80 40.68 30.15 42.15 12.90 86.95 39.48 24.37 86.95 12.90 -brightness-contrast bri,0 function
brightness -15% 10.24 31.62 12.52 20.90 16.35 26.62 6.66 50.53 21.93 14.27 50.53 6.66
brightness -10% 4.15 12.16 5.66 8.53 7.10 10.98 2.69 24.28 9.44 6.80 24.28 2.69
brightness -5% 1.05 2.89 1.69 2.13 1.80 1.78 0.69 8.01 2.50 2.32 8.01 0.69
brightness 5% 0.90 2.28 1.70 1.78 1.50 1.85 0.70 1.97 1.59 0.54 2.28 0.70
brightness 10% 3.38 8.21 6.23 6.51 5.52 6.80 4.63 4.68 5.75 1.51 8.21 3.38
brightness 15% 10.24 31.62 12.52 20.90 16.35 26.62 6.66 50.53 21.93 14.27 50.53 6.66
brightness 20% 12.22 26.91 20.37 22.56 18.50 23.40 28.27 15.91 21.02 5.42 28.27 12.22
contrast -20% 0.49 5.59 3.20 3.61 2.40 3.91 0.06 2.71 2.75 1.80 5.59 0.06 -brightness-contrast 0,con function
contrast -15% 0.25 3.16 1.78 2.00 1.31 2.18 0.03 1.59 1.54 1.02 3.16 0.03
contrast -10% 0.10 1.42 0.78 0.88 0.57 0.97 0.01 0.75 0.68 0.46 1.42 0.01
contrast -5% 0.02 0.36 0.19 0.22 0.14 0.24 0.00 0.89 0.26 0.28 0.89 0.00
contrast 5% 0.02 0.39 0.13 0.22 0.14 0.22 0.07 2.73 0.49 0.91 2.73 0.02
contrast 10% 0.06 1.59 0.32 0.85 0.52 0.80 0.30 7.49 1.49 2.47 7.49 0.06
contrast 15% 0.12 3.72 0.46 1.92 1.07 3.23 1.24 12.28 3.00 3.95 12.28 0.12
contrast 20% 0.17 6.68 0.54 3.33 1.67 5.48 4.16 17.49 4.94 5.56 17.49 0.17
gamma 0.75 3.85 11.18 3.99 10.28 4.75 6.78 3.88 20.55 8.16 5.79 20.55 3.85 -gamma function
gamma 0.8 2.30 6.58 2.37 6.09 2.84 3.46 2.29 13.79 4.96 3.96 13.79 2.29
gamma 0.85 1.20 3.39 1.23 3.12 1.51 1.37 1.22 8.12 2.64 2.38 8.12 1.20
gamma 0.9 0.52 1.42 0.52 1.33 0.62 2.19 0.51 4.44 1.44 1.35 4.44 0.51
gamma 1.1 0.40 1.09 0.40 1.02 0.50 0.42 0.43 4.99 1.16 1.57 4.99 0.40
gamma 1.25 0.87 2.27 0.85 2.16 1.08 0.88 0.87 2.02 1.38 0.65 2.27 0.85
blur 0.5 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -blur 0xsigma function
blur 1 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
blur 2 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
blur 3 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
compress 5 0.07 0.01 0.01 0.00 0.15 0.04 2.34 0.43 0.38 0.81 2.34 0.00 jpg compression; -compress function
compress 10 0.00 0.00 0.00 0.01 0.08 0.12 0.02 0.55 0.10 0.19 0.55 0.00 jpg compression; -compress function
compress 25 0.00 0.00 0.00 0.00 0.00 0.00 0.01 0.00 0.00 0.00 0.01 0.00 jpg compression; -compress function
compress 50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.17 0.02 0.06 0.17 0.00
compress 75 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.05 0.01 0.02 0.05 0.00
compress 100 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
gray noise 0.5 0.00 0.09 0.05 0.06 0.03 0.06 0.00 2.83 0.39 0.98 2.83 0.00 gaussioan noise; -attenuate X +noise gaussian
gray noise 1 0.02 0.38 0.19 0.26 0.13 0.23 0.01 0.96 0.27 0.30 0.96 0.01
gray noise 1.5 0.05 0.88 0.45 0.61 0.31 0.54 0.03 0.53 0.43 0.28 0.88 0.03
gray noise 2 0.10 1.60 0.84 1.12 0.59 1.01 0.06 0.86 0.77 0.51 1.60 0.06
gray noise 2.5 0.17 2.52 1.34 1.80 0.95 1.59 0.11 1.32 1.22 0.81 2.52 0.11
gray noise 3 0.26 3.54 1.89 2.54 1.35 2.24 0.16 1.81 1.72 1.13 3.54 0.16
resize 25% 0.00 0.00 0.00 0.01 0.01 0.09 0.02 0.24 0.05 0.08 0.24 0.00
resize 50% 0.00 0.00 0.00 0.00 0.00 0.01 0.00 0.01 0.00 0.00 0.01 0.00 -resize function
resize 75% 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
resize 150% 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
resize 200% 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
resize 400% 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation -90 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 -rotate function (black background)
rotation -45 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation -30 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation -15 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation -5 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation 5 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation 15 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation 30 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation 45 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
rotation 90 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
flop 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
flip 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
transpose 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
transverse 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
translate north (black) 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 256x256 black background; -extent function
traslate west (black) 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 results good for all
translate northwest (black) 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
translate north vs west (black) 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.01 0.00 0.00 0.01 0.00
translate north (white) 23.87 21.67 61.28 12.89 15.51 14.71 8.95 20.73 22.45 16.45 61.28 8.95 256x256 white background; -extent function
traslate west (white) 13.22 19.93 51.47 13.60 14.92 13.73 13.77 23.21 20.48 13.04 51.47 13.22
translate northwest (white) 16.53 21.48 51.18 18.94 19.36 21.38 21.75 11.22 22.73 12.01 51.18 11.22
translate north vs west (white) 1.71 0.04 0.50 0.27 0.03 0.05 1.04 0.15 0.47 0.60 1.71 0.03 results good only with same size compare
watermark 20% 0.00 0.01 0.01 0.02 0.05 0.06 0.02 1.32 0.18 0.46 1.32 0.00 sphinx.gif; 66x56; gravity center
watermark 40% 0.00 0.10 0.01 0.07 0.14 0.35 0.08 5.94 0.84 2.06 5.94 0.00
watermark 60% 0.00 0.40 0.01 0.23 1.99 1.44 0.20 9.93 1.78 3.37 9.93 0.00
watermark 80% 0.01 0.83 0.02 0.42 0.24 1.82 0.39 12.25 2.00 4.18 12.25 0.01
watermark 100% 0.01 1.08 0.03 0.55 0.04 1.87 0.39 13.29 2.16 4.54 13.29 0.01
shear 1 0.82 0.28 0.31 0.31 0.29 0.43 2.22 0.96 0.70 0.67 2.22 0.28 -shear function (black background)
shear 2 2.32 1.57 0.95 1.78 0.96 1.16 5.92 3.60 2.28 1.71 5.92 0.95
shear 3 3.95 5.52 1.69 7.54 1.96 1.96 9.74 5.57 4.74 2.92 9.74 1.69
shear 4 5.59 4.91 2.47 16.09 3.49 2.81 14.14 7.19 7.09 5.21 16.09 2.47
shear 5 7.22 1.87 3.25 3.50 7.68 3.66 14.45 8.54 6.27 4.10 14.45 1.87
shear 10 15.06 2.39 6.87 3.00 6.45 8.27 26.25 14.79 10.38 7.96 26.25 2.39
arc 1 0.06 0.04 0.02 0.10 0.66 0.06 0.69 2.03 0.46 0.69 2.03 0.02 -distort arc function (black background)
arc 2 0.27 0.17 0.07 0.44 1.89 0.50 5.77 3.89 1.62 2.12 5.77 0.07
arc 3 0.85 0.50 0.14 1.27 3.25 1.20 11.04 5.29 2.94 3.69 11.04 0.14
arc 4 3.26 1.29 0.23 2.18 4.58 1.84 15.79 6.38 4.44 4.98 15.79 0.23
arc 5 2.79 4.92 0.33 3.13 6.60 2.44 20.12 7.28 5.95 6.16 20.12 0.33
arc 10 1.29 1.00 0.88 7.74 16.73 10.31 40.25 10.29 11.06 13.07 40.25 0.88
barrel 0.1 0.03 0.04 0.01 1.20 1.95 2.44 1.33 9.76 2.10 3.23 9.76 0.01 -distort barrel "0 0 0 x 1-x" function (black background)
barrel 0.2 0.14 0.13 0.04 0.58 1.85 8.31 0.71 5.41 2.15 3.06 8.31 0.04
barrel 0.3 0.39 0.27 0.13 0.45 10.53 46.78 1.15 8.06 8.47 16.00 46.78 0.13
barrel 0.4 0.97 0.45 0.29 0.64 1.59 39.69 2.24 10.27 7.02 13.60 39.69 0.29
pincushion 0.1 0.03 0.04 0.01 0.33 0.34 2.07 1.34 14.28 2.30 4.90 14.28 0.01 -distort barrel "0 0 0 -x 1.1+x" function (black background)
pincusion 0.2 0.11 0.22 0.04 3.65 1.93 6.49 4.60 26.05 5.39 8.67 26.05 0.04
pincusion 0.3 0.24 0.55 0.13 5.71 4.09 11.39 8.74 36.53 8.42 12.09 36.53 0.13
pincusion 0.4 0.42 0.77 0.25 3.06 5.95 11.33 10.31 42.08 9.27 13.96 42.08 0.25
airplane 0.00 25.35 37.64 17.74 17.24 13.74 98.22 20.18 32.87 29.86 98.22 13.74
barbara 25.35 0.00 3.74 4.70 69.36 22.70 217.51 42.57 55.13 75.11 217.51 3.74
boats 37.64 3.74 0.00 13.12 94.85 37.31 253.90 60.72 71.61 85.87 253.90 3.74
lena 17.74 4.70 13.12 0.00 49.09 16.90 176.06 42.04 45.66 59.68 176.06 4.70
mandril 17.24 69.36 94.85 49.09 0.00 21.75 50.31 26.00 46.94 28.19 94.85 17.24
peppers 13.74 22.70 37.31 16.90 21.75 0.00 135.85 17.15 37.91 43.86 135.85 13.74
tiffany2 98.22 217.51 253.90 176.06 50.31 135.85 0.00 126.44 151.18 69.99 253.90 50.31
zelda 20.18 42.57 60.72 42.04 26.00 17.15 126.44 0.00 47.87 37.83 126.44 17.15