airplane 510x510 barbara 510x510 boats 510x510 lena 510x510 mandril 510x510 peppers 510x510 tiffany2 510x510 zelda 510x510 Mean Std Max Min Comments
phash cmp3 phash cmp3 phash cmp3 phash cmp3 phash cmp3 phash cmp3 phash cmp3 phash cmp3 1px border problems removed in 510 versions
I1-I7 I1-I7 I1-I7 I1-I7 I1-I7 I1-I7 I1-I7 I1-I7
RGB and HCLp RGB and HCLp RGB and HCLp RGB and HCLp RGB and HCLp RGB and HCLp RGB and HCLp RGB and HCLp
brightness -20% 26.8 81.5 29.9 65.6 48.3 82.9 19.2 66.5 52.6 25.2 82.9 19.2 -brightness-contrast bri,0 function
brightness -15% 13.3 40.7 16.4 32.9 27.9 42.1 9.9 32.6 27.0 12.4 42.1 9.9
brightness -10% 5.4 16.5 9.5 14.3 11.4 20.4 4.0 14.8 12.0 5.6 20.4 4.0
brightness -5% 1.4 4.0 2.1 3.3 2.9 4.8 1.0 4.1 2.9 1.3 4.8 1.0
brightness 5% 1.2 3.1 2.2 2.3 2.6 3.7 5.7 3.5 3.0 1.3 5.7 1.2
brightness 10% 4.4 11.2 7.9 8.4 8.7 13.0 17.9 12.5 10.5 4.1 17.9 4.4
brightness 15% 13.3 40.7 16.4 32.9 27.9 42.1 9.9 32.6 27.0 12.4 42.1 9.9
brightness 20% 25.9 36.8 26.0 29.9 32.8 42.9 108.7 40.0 42.9 27.3 108.7 25.9
contrast -20% 2.7 10.2 6.1 7.5 6.3 13.3 2.6 12.7 7.7 4.1 13.3 2.6 -brightness-contrast 0,con function
contrast -15% 1.5 5.8 3.4 4.3 4.4 7.7 1.4 7.1 4.4 2.4 7.7 1.4
contrast -10% 0.6 2.6 1.5 2.0 2.4 3.6 0.7 3.2 2.1 1.1 3.6 0.6
contrast -5% 0.1 0.7 0.4 0.6 0.5 0.9 0.2 0.8 0.5 0.3 0.9 0.1
contrast 5% 0.2 0.7 0.3 0.5 0.4 1.0 2.9 0.7 0.8 0.9 2.9 0.2
contrast 10% 0.6 2.9 1.3 2.5 1.5 4.6 9.5 2.6 3.2 2.8 9.5 0.6
contrast 15% 1.4 6.4 3.6 5.6 3.0 11.9 10.8 5.1 6.0 3.7 11.9 1.4
contrast 20% 2.1 10.9 2.7 7.6 4.8 12.5 18.1 8.3 8.4 5.4 18.1 2.1
gamma 0.75 6.3 17.9 6.4 11.8 9.5 12.4 7.4 12.1 10.5 3.9 17.9 6.3 -gamma function
gamma 0.8 3.7 9.8 7.3 7.0 6.4 7.4 5.6 7.4 6.8 1.7 9.8 3.7
gamma 0.85 1.9 4.8 2.7 3.6 3.2 3.9 2.2 3.9 3.3 1.0 4.8 1.9
gamma 0.9 0.8 2.1 1.0 1.5 1.4 1.6 0.9 1.8 1.4 0.5 2.1 0.8
gamma 1.1 0.6 1.5 0.7 1.7 2.9 1.4 0.7 1.4 1.4 0.8 2.9 0.6
gamma 1.25 3.4 8.2 3.7 8.3 5.2 7.0 3.7 9.1 6.1 2.3 9.1 3.4
blur 0.5 0.0 0.0 0.0 0.0 0.0 0.0 1.1 0.0 0.1 0.4 1.1 0.0 -blur 0xsigma function
blur 1 0.0 0.1 0.0 0.0 0.1 0.0 0.2 0.0 0.1 0.1 0.2 0.0
blur 2 0.0 0.9 0.0 0.4 0.9 0.5 2.5 0.0 0.7 0.8 2.5 0.0
blur 3 0.1 2.1 0.1 1.4 0.3 0.3 1.2 0.0 0.7 0.8 2.1 0.0
compress 5 78.6 9.0 5.8 0.0 8.2 3.2 10.0 1.8 14.6 26.1 78.6 0.0 jpg compression; -compress function
compress 10 58.6 4.0 4.1 0.0 1.5 2.3 4.7 0.4 9.5 19.9 58.6 0.0 jpg compression; -compress function
compress 25 4.0 7.3 0.2 0.4 0.4 2.0 0.5 0.1 1.9 2.6 7.3 0.1 jpg compression; -compress function
compress 50 0.8 1.7 0.1 1.4 0.1 0.9 0.2 0.0 0.6 0.6 1.7 0.0
compress 75 0.0 1.8 0.1 0.0 0.1 1.1 0.3 0.0 0.4 0.7 1.8 0.0
compress 100 0.0 1.7 0.0 0.0 0.0 0.2 0.1 0.0 0.2 0.6 1.7 0.0
color noise 0.5 0.4 0.5 0.4 0.3 0.0 1.3 0.7 0.0 0.5 0.4 1.3 0.0 gaussioan noise; -attenuate X +noise gaussian
color noise 1 4.8 2.2 2.3 0.5 0.2 3.7 1.9 0.3 2.0 1.6 4.8 0.2
color noise 1.5 7.8 5.2 3.3 1.1 0.8 11.7 6.2 1.4 4.7 3.8 11.7 0.8
color noise 2 13.2 9.3 3.5 3.6 1.8 29.5 16.1 4.9 10.2 9.3 29.5 1.8
color noise 2.5 19.5 15.7 6.1 7.0 5.1 33.6 10.2 14.8 14.0 9.4 33.6 5.1
color noise 3 26.7 20.9 10.9 10.0 4.3 26.9 9.4 19.3 16.0 8.5 26.9 4.3
gray noise 0.5 0.0 0.2 0.1 0.1 0.1 0.2 0.1 0.2 0.1 0.1 0.2 0.0 gaussioan noise; -attenuate X +noise gaussian
gray noise 1 0.2 0.7 0.4 0.5 0.5 0.9 0.2 0.8 0.5 0.3 0.9 0.2
gray noise 1.5 0.4 1.6 0.9 1.2 1.2 2.1 0.6 1.9 1.2 0.6 2.1 0.4
gray noise 2 0.7 3.0 1.6 2.1 2.3 3.7 1.4 3.4 2.3 1.1 3.7 0.7
gray noise 2.5 1.1 4.8 2.5 3.3 4.1 5.8 3.1 5.4 3.8 1.6 5.8 1.1
gray noise 3 1.6 6.7 3.6 4.6 7.2 8.0 3.5 7.5 5.3 2.4 8.0 1.6
resize 25% 0.2 2.3 1.4 2.0 1.8 0.7 1.4 0.1 1.2 0.8 2.3 0.1
resize 50% 0.0 0.5 0.0 0.4 0.3 0.1 0.9 0.0 0.3 0.3 0.9 0.0 -resize function
resize 75% 0.0 2.0 0.0 0.3 0.8 0.3 0.1 0.0 0.4 0.7 2.0 0.0
resize 150% 0.0 0.1 0.0 0.1 0.2 0.0 0.1 0.0 0.1 0.1 0.2 0.0
resize 200% 0.0 0.1 0.0 0.1 0.2 0.1 0.2 0.0 0.1 0.1 0.2 0.0
resize 400% 0.0 0.2 0.0 0.1 1.0 0.1 0.4 0.0 0.2 0.3 1.0 0.0
rotation -90 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -rotate function (black background)
rotation -45 0.0 0.0 0.0 0.1 0.1 0.0 0.1 0.0 0.0 0.0 0.1 0.0
rotation -30 0.0 0.0 0.0 0.1 0.1 0.0 0.0 0.0 0.0 0.0 0.1 0.0
rotation -15 0.0 0.0 0.0 0.1 0.1 0.0 0.0 0.0 0.0 0.0 0.1 0.0
rotation -5 0.0 0.0 0.0 0.1 0.1 0.0 0.0 0.0 0.0 0.0 0.1 0.0
rotation 5 0.0 0.0 0.0 0.1 0.1 0.0 0.1 0.0 0.0 0.0 0.1 0.0
rotation 15 0.0 0.0 0.0 0.1 0.1 0.0 0.1 0.0 0.0 0.0 0.1 0.0
rotation 30 0.0 0.0 0.0 0.1 0.1 0.0 0.0 0.0 0.0 0.0 0.1 0.0
rotation 45 0.0 0.0 0.0 0.1 0.1 0.0 0.1 0.0 0.0 0.0 0.1 0.0
rotation 90 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
flop 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
flip 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
transpose 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
transverse 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
translate north (black) 0.0 0.0 0.0 0.1 0.2 0.0 0.4 0.0 0.1 0.1 0.4 0.0 1024x1024 black background; -extent function
traslate west (black) 0.0 0.0 0.0 0.0 0.2 0.0 0.7 0.0 0.1 0.2 0.7 0.0
translate northwest (black) 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
translate north vs west (black) 0.1 0.1 0.0 0.1 0.7 0.1 0.2 0.0 0.2 0.2 0.7 0.0
translate north (white) 28.0 27.4 85.9 19.9 12.0 35.8 20.0 22.8 31.5 23.1 85.9 12.0 1024x1024 white background; -extent function
traslate west (white) 14.2 25.6 70.9 20.3 13.7 32.3 23.8 25.4 28.3 18.3 70.9 13.7
translate northwest (white) 19.6 29.0 73.2 25.5 16.6 44.2 40.2 14.1 32.8 19.5 73.2 14.1
translate north vs west (white) 3.2 0.2 0.9 0.8 0.9 0.2 2.6 0.2 1.1 1.1 3.2 0.2 results good only with same size compare
watermark 20% 0.0 0.0 0.0 1.1 0.2 0.0 0.8 0.1 0.3 0.4 1.1 0.0 sphinx.gif; 66x56 resized by 4x; gravity center
watermark 40% 0.1 0.4 0.2 1.6 1.0 0.6 2.0 0.6 0.8 0.7 2.0 0.1
watermark 60% 0.7 1.9 0.6 2.8 1.9 1.3 3.1 2.8 1.9 1.0 3.1 0.6
watermark 80% 1.4 4.1 1.1 4.8 3.3 2.9 6.2 6.9 3.8 2.1 6.9 1.1
watermark 100% 1.7 5.4 1.6 6.0 4.9 2.8 9.3 4.5 4.5 2.6 9.3 1.6
shear 1 1.6 0.8 0.4 1.2 0.7 0.4 3.2 0.2 1.1 1.0 3.2 0.2 -shear function (black background)
shear 2 5.6 6.3 1.5 5.9 2.0 3.5 7.9 0.7 4.2 2.6 7.9 0.7
shear 3 11.9 6.0 2.8 16.2 4.0 7.4 13.0 1.7 7.9 5.3 16.2 1.7
shear 4 13.4 7.0 4.6 22.9 5.4 3.5 17.5 3.3 9.7 7.4 22.9 3.3
shear 5 15.4 4.1 6.3 16.3 7.7 4.7 22.1 3.2 10.0 7.0 22.1 3.2
shear 10 25.1 10.2 12.1 20.8 15.0 14.2 41.9 8.5 18.5 10.9 41.9 8.5
arc 1 6.4 7.2 0.0 2.5 1.1 0.2 11.0 0.1 3.6 4.1 11.0 0.0 -distort arc function (black background)
arc 2 0.7 1.8 0.1 7.3 2.6 0.8 16.3 0.9 3.8 5.6 16.3 0.1
arc 3 1.2 4.0 0.3 22.4 7.1 3.4 18.9 1.6 7.4 8.5 22.4 0.3
arc 4 3.5 4.2 0.6 8.6 8.6 8.8 23.3 2.9 7.6 7.1 23.3 0.6
arc 5 3.3 7.0 1.0 8.0 12.2 6.1 27.7 9.2 9.3 8.2 27.7 1.0
arc 10 6.1 8.3 15.1 16.2 21.3 8.7 56.9 10.1 17.8 16.6 56.9 6.1
barrel 0.1 0.5 0.3 0.1 1.5 1.5 2.3 3.6 0.1 1.2 1.2 3.6 0.1 -distort barrel "0 0 0 x 1-x" function (black background)
barrel 0.2 7.6 3.2 0.6 7.3 3.6 2.9 8.3 0.9 4.3 3.1 8.3 0.6
barrel 0.3 1.8 1.2 1.5 4.7 7.6 8.6 9.9 9.2 5.6 3.7 9.9 1.2
barrel 0.4 1.9 2.2 3.6 7.6 11.5 18.7 14.1 10.1 8.7 6.1 18.7 1.9
pincushion -0.1 0.3 0.8 0.2 2.8 3.2 6.7 5.1 1.9 2.6 2.3 6.7 0.2 -distort barrel "0 0 0 x 1.1-x" function (black background)
pincusion -0.2 1.0 2.1 0.7 8.1 7.3 3.1 12.3 3.9 4.8 4.1 12.3 0.7
pincusion -0.3 2.7 3.2 1.5 12.3 12.6 7.3 18.1 8.8 8.3 5.8 18.1 1.5
pincusion -0.4 4.3 2.7 2.0 11.3 14.5 11.3 26.7 12.6 10.7 8.1 26.7 2.0
airplane 0.0 115.6 101.5 182.9 98.7 208.6 331.2 207.1 177.9 83.0 331.2 98.7
barbara 115.6 0.0 21.9 95.9 90.5 39.6 339.5 43.2 106.6 108.3 339.5 21.9
boats 101.5 21.9 0.0 125.8 125.7 74.9 436.4 91.4 139.7 135.6 436.4 21.9
lena 182.9 95.9 125.8 0.0 65.0 75.0 213.2 127.8 126.5 54.9 213.2 65.0
mandril 98.7 90.5 125.7 65.0 0.0 78.4 148.1 110.8 102.4 28.4 148.1 65.0
peppers 208.6 39.6 74.9 75.0 78.4 0.0 274.6 34.7 112.3 92.1 274.6 34.7
tiffany2 331.2 339.5 436.4 213.2 148.1 274.6 0.0 300.6 292.0 93.0 436.4 148.1
zelda 207.1 43.2 91.4 127.8 110.8 34.7 300.6 0.0 130.8 94.5 300.6 34.7