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Benchmark Results

The current benchmark results are computed with Augraphy 8.2 and Tobacco3482 dataset (resume subset with a total of 120 images). It is evaluated with a 2 cores machine - Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz. The mask is using a binarized version of image. For keypoints, it is using 1000 random points in the image and for bounding boxes, 100 random bounding boxes with random size are used. In order to get a same benchmark results with a different set of images, please run run_benchmarks.py using the following command:

python run_benchmarks.py --folder_path folder_path_with_images
Augmentation Img/sec Memory(MB) Img/sec(mask) Memory(MB)(mask) Img/sec(keypoints) Memory(MB)(keypoints) Img/sec(bounding boxes) Memory(MB)(bounding boxes)
BadPhotoCopy 0.17 202.81 0.12 215.60 0.13 204.55 0.12 216.29
BindingsAndFasteners 28.21 21.08 29.75 21.02 36.39 21.02 29.09 21.23
BleedThrough 0.39 684.69 0.39 684.69 0.39 684.69 0.39 684.69
BookBinding 0.09 611.71 0.08 616.87 0.09 611.74 0.09 611.67
Brightness 4.92 147.99 4.90 147.99 4.95 147.99 5.07 147.99
BrightnessTexturize 1.83 181.74 1.83 181.74 1.84 181.74 1.86 181.74
ColorPaper 4.83 105.66 4.99 105.66 4.96 105.66 4.96 105.66
ColorShift 0.79 126.94 0.82 126.94 0.77 126.94 0.76 126.94
DelaunayTessellation 0.11 60.41 0.12 60.29 0.11 60.36 0.10 60.37
DepthSimulatedBlur 0.01 76.08 0.01 76.08 0.01 76.08 0.01 76.08
DirtyDrum 0.83 482.51 0.94 481.56 0.90 481.68 0.92 481.52
DirtyRollers 1.47 249.55 1.77 249.43 1.80 249.43 1.78 249.43
DirtyScreen 0.78 435.36 0.78 435.36 0.77 435.36 0.77 435.36
Dithering 3.39 126.82 3.66 126.80 3.66 126.81 3.79 126.80
DotMatrix 0.53 80.75 0.57 80.52 0.57 80.52 0.57 80.52
DoubleExposure 1.64 63.40 1.67 63.40 1.62 63.40 1.65 63.40
Faxify 1.37 138.34 1.43 141.28 1.41 136.95 1.27 149.24
Folding 3.18 57.50 1.24 60.40 3.44 57.60 3.55 57.20
Gamma 29.26 25.36 26.90 25.36 28.23 25.36 32.03 25.36
Geometric 135.75 12.68 137.64 12.68 145.80 12.68 127.10 12.68
GlitchEffect 1.14 132.35 1.10 132.65 1.03 134.14 1.05 134.11
Hollow 0.17 343.17 0.17 343.17 0.17 343.17 0.17 343.17
InkBleed 3.23 177.51 3.19 177.51 3.17 177.51 3.16 177.51
InkColorSwap 3.47 51.99 3.58 51.99 3.51 51.99 3.61 51.99
InkMottling 5.41 55.99 5.47 55.99 5.49 55.99 5.39 55.99
InkShifter 0.17 426.86 0.15 426.43 0.17 426.78 0.17 426.58
LCDScreenPattern 2.14 494.09 2.12 493.62 2.14 494.74 2.13 496.46
Jpeg 5.55 25.87 5.60 25.86 5.52 25.87 5.66 25.87
LensFlare 0.02 405.97 0.01 405.82 0.01 405.82 0.01 405.82
Letterpress 0.35 135.71 0.33 140.72 0.34 137.25 0.34 136.31
LightingGradient 0.37 638.31 0.38 638.30 0.39 638.30 0.40 638.30
LinesDegradation 1.28 174.76 1.27 174.93 1.28 174.92 1.31 174.59
LowInkPeriodicLines 5.17 12.75 5.26 12.75 5.56 12.75 5.10 12.75
LowInkRandomLines 91.52 12.75 86.12 12.75 87.58 12.75 98.28 12.75
LowLightNoise 0.27 481.95 0.28 481.95 0.27 481.95 0.27 481.95
Markup 2.33 161.88 2.41 158.13 2.58 146.27 2.60 147.53
Moire 0.97 575.74 1.03 575.57 1.05 575.57 1.05 575.57
NoiseTexturize 0.83 249.36 0.85 249.36 0.80 249.36 0.82 249.36
NoisyLines 0.89 446.65 0.83 448.43 0.86 447.88 0.85 448.52
PageBorder 0.49 193.95 0.49 188.46 0.48 188.30 0.49 192.04
PatternGenerator 0.76 51.53 0.76 51.50 0.74 51.50 0.74 51.50
ReflectedLight 0.06 109.90 0.06 109.82 0.06 109.88 0.06 110.02
Scribbles 1.11 94.73 0.86 96.90 0.87 96.96 0.86 100.55
SectionShift 117.15 12.96 101.71 13.02 107.88 12.95 115.22 12.96
ShadowCast 0.75 50.79 0.68 50.80 0.68 50.80 0.74 50.80
Squish 0.72 450.44 0.72 450.79 0.73 450.83 0.76 451.00
Stains 1.11 469.14 1.14 469.14 1.16 469.14 1.11 469.14
SubtleNoise 1.44 215.55 1.47 215.55 1.47 215.55 1.48 215.55
VoronoiTessellation 0.07 58.07 0.07 57.74 0.07 57.89 0.07 58.13
WaterMark 2.09 363.62 1.86 404.62 1.78 409.50 2.02 380.21