From e534e1106b54622be5cd9716cd254acb76f72207 Mon Sep 17 00:00:00 2001 From: Vladimir Iglovikov Date: Sat, 1 Feb 2025 17:07:33 -0800 Subject: [PATCH] Updated SaltAndPepper (#15) --- output/albumentations_results.json | 1652 ++++++++++++++-------------- output/comparison.csv | 102 +- output/comparison.md | 102 +- 3 files changed, 928 insertions(+), 928 deletions(-) diff --git a/output/albumentations_results.json b/output/albumentations_results.json index 97a8f5d..117c78a 100644 --- a/output/albumentations_results.json +++ b/output/albumentations_results.json @@ -5,7 +5,7 @@ "platform": "macOS-15.1-arm64-arm-64bit", "processor": "arm", "cpu_count": "16", - "timestamp": "2025-01-30T20:22:09.348864+00:00" + "timestamp": "2025-02-02T00:41:16.268289+00:00" }, "library_versions": { "albumentations": "2.0.2", @@ -35,48 +35,48 @@ "supported": true, "warmup_iterations": 16, "throughputs": [ - 3553.596075899863, - 3662.321732957875, - 3662.3717494372027, - 3636.26804792736, - 3696.2820487058552 - 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1313.9116754264924 - ], - "median_throughput": 1581.1710459212195, - "std_throughput": 127.34768118748049, + 1299.2636444818395, + 1315.1895267946836, + 1319.8356668856054, + 1396.9367968898691, + 1397.220341335337 + ], + "median_throughput": 1319.8356668856054, + "std_throughput": 47.52826043420611, "times": [ - 1.2366575417108834, - 1.2648852919228375, - 1.277122125029564, - 1.239423249848187, - 1.5221723327413201 - ], - "mean_time": 1.2648852919228375, - "std_time": 0.10187399352526999, + 1.5393334589898586, + 1.5206933747977018, + 1.5153401670977473, + 1.4317040001042187, + 1.4314134577289224 + ], + "mean_time": 1.5153401670977473, + "std_time": 0.054568522366260225, "variance_stable": true, "early_stopped": false, "early_stop_reason": null @@ -1210,48 +1210,48 @@ "supported": true, "warmup_iterations": 16, "throughputs": [ - 575.607861325682, - 630.1422975489292, - 648.8052737492451, - 584.6288575949653, - 587.7905253585991 - ], - "median_throughput": 587.7905253585991, - "std_throughput": 32.114266421412246, + 594.3353968189963, + 558.6866710816969, + 592.5889564862857, + 581.8499896988941, + 561.7996202133706 + ], + "median_throughput": 581.8499896988941, + "std_throughput": 16.806642348221313, "times": [ - 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3.205536250025034, - 3.087111124768853, - 2.8153082081116736 - ], - "mean_time": 2.913170333020389, - "std_time": 0.16322422391308353, + 2.9998406660743058, + 3.141797457821667, + 3.3339427919127047, + 3.078842292074114, + 3.0286803748458624 + ], + "mean_time": 3.078842292074114, + "std_time": 0.12551989018211937, "variance_stable": true, "early_stopped": false, "early_stop_reason": null @@ -1260,23 +1260,23 @@ "supported": true, "warmup_iterations": 16, "throughputs": [ - 1364.130395861408, - 1355.459476973854, - 1335.7458756583628, - 1331.573031020628, - 1321.8152554555581 - ], - "median_throughput": 1335.7458756583628, - "std_throughput": 17.506041740942603, + 1307.2025003013346, + 1305.5047586895323, + 1306.4275665345644, + 1284.145461640417, + 1225.6855890443744 + ], + "median_throughput": 1305.5047586895323, + "std_throughput": 34.95826334408566, "times": [ - 1.4661354999989271, - 1.4755144170485437, - 1.4972907919436693, - 1.5019829580560327, - 1.5130707500502467 - ], - "mean_time": 1.4972907919436693, - "std_time": 0.019623219940077062, + 1.5299848336726427, + 1.5319745000451803, + 1.5308923749253154, + 1.5574559578672051, + 1.6317398343235254 + ], + "mean_time": 1.5319745000451803, + "std_time": 0.041022575867714295, "variance_stable": true, "early_stopped": false, "early_stop_reason": null @@ -1285,23 +1285,23 @@ "supported": true, "warmup_iterations": 16, "throughputs": [ - 80.58679165079867, - 79.85679919156763, - 69.79150603216426, - 74.95792506502985, - 71.84500926274121 - ], - "median_throughput": 74.95792506502985, - "std_throughput": 4.771115471398106, + 75.7069503200278, + 74.47682196970077, + 75.33516934849605, + 75.12544305778616, + 70.28271117972973 + ], + "median_throughput": 75.12544305778616, + "std_throughput": 2.226918985507672, "times": [ - 24.81796283274889, - 25.044830499682575, - 28.656782375182956, - 26.681635040789843, - 27.837702583987266 - ], - "mean_time": 26.681635040789846, - "std_time": 1.698301568978463, + 26.41765374969691, + 26.853992250282317, + 26.54802554100752, + 26.622139166109264, + 28.456500417087227 + ], + "mean_time": 26.62213916610926, + "std_time": 0.7891513810871514, "variance_stable": true, "early_stopped": false, "early_stop_reason": null diff --git a/output/comparison.csv b/output/comparison.csv index 2916178..4090aea 100644 --- a/output/comparison.csv +++ b/output/comparison.csv @@ -1,52 +1,52 @@ Transform,albumentations
2.0.2,augly
1.0.0,imgaug
0.4.0,kornia
0.8.0,torchvision
0.20.1 -Resize,**3662 ± 54**,1083 ± 21,2995 ± 70,645 ± 13,260 ± 9 -RandomCrop128,**116784 ± 2222**,45395 ± 934,21408 ± 622,2946 ± 42,31450 ± 249 -HorizontalFlip,**12649 ± 238**,8808 ± 1012,9599 ± 495,1297 ± 13,2486 ± 107 -VerticalFlip,**24989 ± 904**,16830 ± 1653,19935 ± 1708,2872 ± 37,4696 ± 161 -Rotate,**3066 ± 83**,1739 ± 105,2574 ± 10,256 ± 2,258 ± 4 -Affine,**1503 ± 29**,-,1328 ± 16,248 ± 6,188 ± 2 -Perspective,**1222 ± 16**,-,908 ± 8,154 ± 3,147 ± 5 -Elastic,359 ± 7,-,**395 ± 14**,1 ± 0,3 ± 0 -ChannelShuffle,**8162 ± 180**,-,1252 ± 26,1328 ± 44,4417 ± 234 -Grayscale,**37212 ± 1856**,6088 ± 107,3100 ± 24,1201 ± 52,2600 ± 23 -GaussianBlur,943 ± 11,387 ± 4,**1460 ± 23**,254 ± 5,127 ± 4 -GaussianNoise,234 ± 7,-,**263 ± 9**,125 ± 1,- -Invert,**35494 ± 17186**,-,3682 ± 79,2881 ± 43,4244 ± 30 -Posterize,**14146 ± 1381**,-,3111 ± 95,836 ± 30,4247 ± 26 -Solarize,**12920 ± 1097**,-,3843 ± 80,263 ± 6,1032 ± 14 -Sharpen,**2375 ± 38**,-,1101 ± 30,201 ± 2,220 ± 3 -Equalize,**1303 ± 64**,-,814 ± 11,306 ± 1,795 ± 3 -JpegCompression,**1354 ± 23**,1202 ± 19,687 ± 26,120 ± 1,889 ± 7 -RandomGamma,**12631 ± 1159**,-,3504 ± 72,230 ± 3,- -MedianBlur,**1259 ± 8**,-,1152 ± 14,6 ± 0,- -MotionBlur,**3608 ± 18**,-,928 ± 37,159 ± 1,- -CLAHE,**649 ± 13**,-,555 ± 14,165 ± 3,- -Brightness,**11254 ± 418**,2108 ± 32,1076 ± 32,1127 ± 27,854 ± 13 -Contrast,**11255 ± 242**,1379 ± 25,717 ± 5,1109 ± 41,602 ± 13 -CoarseDropout,**15760 ± 594**,-,1190 ± 22,-,- -Blur,**7403 ± 114**,386 ± 4,5381 ± 125,265 ± 11,- -Saturation,**1581 ± 127**,-,495 ± 3,155 ± 2,- -Shear,**1336 ± 18**,-,1244 ± 14,261 ± 1,- -ColorJitter,**968 ± 52**,418 ± 5,-,104 ± 4,87 ± 1 -RandomResizedCrop,**4521 ± 17**,-,-,661 ± 16,837 ± 37 -Pad,**31866 ± 530**,-,-,-,4889 ± 183 -AutoContrast,**1534 ± 115**,-,-,541 ± 8,344 ± 1 -Normalize,**1797 ± 190**,-,-,1251 ± 14,1018 ± 7 -Erasing,**25411 ± 5727**,-,-,1210 ± 27,3577 ± 49 -CenterCrop128,**119630 ± 3484**,-,-,-,- -RGBShift,**3526 ± 128**,-,-,896 ± 9,- -PlankianJitter,**3351 ± 42**,-,-,2150 ± 52,- -HSV,**1277 ± 91**,-,-,-,- -ChannelDropout,**10988 ± 243**,-,-,2283 ± 24,- -LinearIllumination,462 ± 52,-,-,**708 ± 6**,- -CornerIllumination,**464 ± 45**,-,-,452 ± 3,- -GaussianIllumination,**670 ± 91**,-,-,436 ± 13,- -Hue,**1846 ± 193**,-,-,150 ± 1,- -PlasmaBrightness,**163 ± 1**,-,-,85 ± 1,- -PlasmaContrast,**138 ± 4**,-,-,84 ± 0,- -PlasmaShadow,190 ± 3,-,-,**216 ± 5**,- -Rain,**2121 ± 64**,-,-,1493 ± 9,- -SaltAndPepper,**2233 ± 35**,-,-,480 ± 12,- -Snow,**588 ± 32**,-,-,143 ± 1,- -OpticalDistortion,**687 ± 38**,-,-,174 ± 0,- -ThinPlateSpline,**75 ± 5**,-,-,58 ± 0,- +Resize,**3569 ± 60**,1083 ± 21,2995 ± 70,645 ± 13,260 ± 9 +RandomCrop128,**116029 ± 933**,45395 ± 934,21408 ± 622,2946 ± 42,31450 ± 249 +HorizontalFlip,**12777 ± 261**,8808 ± 1012,9599 ± 495,1297 ± 13,2486 ± 107 +VerticalFlip,**25722 ± 1806**,16830 ± 1653,19935 ± 1708,2872 ± 37,4696 ± 161 +Rotate,**2972 ± 26**,1739 ± 105,2574 ± 10,256 ± 2,258 ± 4 +Affine,**1427 ± 15**,-,1328 ± 16,248 ± 6,188 ± 2 +Perspective,**1218 ± 8**,-,908 ± 8,154 ± 3,147 ± 5 +Elastic,355 ± 13,-,**395 ± 14**,1 ± 0,3 ± 0 +ChannelShuffle,**7850 ± 128**,-,1252 ± 26,1328 ± 44,4417 ± 234 +Grayscale,**35666 ± 662**,6088 ± 107,3100 ± 24,1201 ± 52,2600 ± 23 +GaussianBlur,933 ± 5,387 ± 4,**1460 ± 23**,254 ± 5,127 ± 4 +GaussianNoise,228 ± 5,-,**263 ± 9**,125 ± 1,- +Invert,**34891 ± 5094**,-,3682 ± 79,2881 ± 43,4244 ± 30 +Posterize,**12241 ± 787**,-,3111 ± 95,836 ± 30,4247 ± 26 +Solarize,**11605 ± 455**,-,3843 ± 80,263 ± 6,1032 ± 14 +Sharpen,**2362 ± 23**,-,1101 ± 30,201 ± 2,220 ± 3 +Equalize,**1286 ± 18**,-,814 ± 11,306 ± 1,795 ± 3 +JpegCompression,**1356 ± 25**,1202 ± 19,687 ± 26,120 ± 1,889 ± 7 +RandomGamma,**12434 ± 564**,-,3504 ± 72,230 ± 3,- +MedianBlur,**1253 ± 8**,-,1152 ± 14,6 ± 0,- +MotionBlur,**3550 ± 31**,-,928 ± 37,159 ± 1,- +CLAHE,**643 ± 9**,-,555 ± 14,165 ± 3,- +Brightness,**12886 ± 570**,2108 ± 32,1076 ± 32,1127 ± 27,854 ± 13 +Contrast,**12541 ± 387**,1379 ± 25,717 ± 5,1109 ± 41,602 ± 13 +CoarseDropout,**18117 ± 636**,-,1190 ± 22,-,- +Blur,**7818 ± 150**,386 ± 4,5381 ± 125,265 ± 11,- +Saturation,**1320 ± 48**,-,495 ± 3,155 ± 2,- +Shear,**1306 ± 35**,-,1244 ± 14,261 ± 1,- +ColorJitter,**1022 ± 10**,418 ± 5,-,104 ± 4,87 ± 1 +RandomResizedCrop,**4400 ± 14**,-,-,661 ± 16,837 ± 37 +Pad,**32537 ± 1104**,-,-,-,4889 ± 183 +AutoContrast,**1567 ± 66**,-,-,541 ± 8,344 ± 1 +Normalize,**2030 ± 214**,-,-,1251 ± 14,1018 ± 7 +Erasing,**25429 ± 2496**,-,-,1210 ± 27,3577 ± 49 +CenterCrop128,**119893 ± 1071**,-,-,-,- +RGBShift,**3367 ± 60**,-,-,896 ± 9,- +PlankianJitter,**3285 ± 15**,-,-,2150 ± 52,- +HSV,**1132 ± 79**,-,-,-,- +ChannelDropout,**10725 ± 659**,-,-,2283 ± 24,- +LinearIllumination,381 ± 40,-,-,**708 ± 6**,- +CornerIllumination,412 ± 41,-,-,**452 ± 3**,- +GaussianIllumination,**585 ± 20**,-,-,436 ± 13,- +Hue,**1885 ± 110**,-,-,150 ± 1,- +PlasmaBrightness,**155 ± 4**,-,-,85 ± 1,- +PlasmaContrast,**131 ± 8**,-,-,84 ± 0,- +PlasmaShadow,178 ± 6,-,-,**216 ± 5**,- +Rain,**1941 ± 15**,-,-,1493 ± 9,- +SaltAndPepper,**533 ± 8**,-,-,480 ± 12,- +Snow,**582 ± 17**,-,-,143 ± 1,- +OpticalDistortion,**650 ± 26**,-,-,174 ± 0,- +ThinPlateSpline,**75 ± 2**,-,-,58 ± 0,- diff --git a/output/comparison.md b/output/comparison.md index 97886db..5a49b1c 100644 --- a/output/comparison.md +++ b/output/comparison.md @@ -26,54 +26,54 @@ | Transform | albumentations
2.0.2 | augly
1.0.0 | imgaug
0.4.0 | kornia
0.8.0 | torchvision
0.20.1 | |:---------------------|:--------------------------|:-----------------|:------------------|:------------------|:------------------------| -| Resize | **3662 ± 54** | 1083 ± 21 | 2995 ± 70 | 645 ± 13 | 260 ± 9 | -| RandomCrop128 | **116784 ± 2222** | 45395 ± 934 | 21408 ± 622 | 2946 ± 42 | 31450 ± 249 | -| HorizontalFlip | **12649 ± 238** | 8808 ± 1012 | 9599 ± 495 | 1297 ± 13 | 2486 ± 107 | -| VerticalFlip | **24989 ± 904** | 16830 ± 1653 | 19935 ± 1708 | 2872 ± 37 | 4696 ± 161 | -| Rotate | **3066 ± 83** | 1739 ± 105 | 2574 ± 10 | 256 ± 2 | 258 ± 4 | -| Affine | **1503 ± 29** | - | 1328 ± 16 | 248 ± 6 | 188 ± 2 | -| Perspective | **1222 ± 16** | - | 908 ± 8 | 154 ± 3 | 147 ± 5 | -| Elastic | 359 ± 7 | - | **395 ± 14** | 1 ± 0 | 3 ± 0 | -| ChannelShuffle | **8162 ± 180** | - | 1252 ± 26 | 1328 ± 44 | 4417 ± 234 | -| Grayscale | **37212 ± 1856** | 6088 ± 107 | 3100 ± 24 | 1201 ± 52 | 2600 ± 23 | -| GaussianBlur | 943 ± 11 | 387 ± 4 | **1460 ± 23** | 254 ± 5 | 127 ± 4 | -| GaussianNoise | 234 ± 7 | - | **263 ± 9** | 125 ± 1 | - | -| Invert | **35494 ± 17186** | - | 3682 ± 79 | 2881 ± 43 | 4244 ± 30 | -| Posterize | **14146 ± 1381** | - | 3111 ± 95 | 836 ± 30 | 4247 ± 26 | -| Solarize | **12920 ± 1097** | - | 3843 ± 80 | 263 ± 6 | 1032 ± 14 | -| Sharpen | **2375 ± 38** | - | 1101 ± 30 | 201 ± 2 | 220 ± 3 | -| Equalize | **1303 ± 64** | - | 814 ± 11 | 306 ± 1 | 795 ± 3 | -| JpegCompression | **1354 ± 23** | 1202 ± 19 | 687 ± 26 | 120 ± 1 | 889 ± 7 | -| RandomGamma | **12631 ± 1159** | - | 3504 ± 72 | 230 ± 3 | - | -| MedianBlur | **1259 ± 8** | - | 1152 ± 14 | 6 ± 0 | - | -| MotionBlur | **3608 ± 18** | - | 928 ± 37 | 159 ± 1 | - | -| CLAHE | **649 ± 13** | - | 555 ± 14 | 165 ± 3 | - | -| Brightness | **11254 ± 418** | 2108 ± 32 | 1076 ± 32 | 1127 ± 27 | 854 ± 13 | -| Contrast | **11255 ± 242** | 1379 ± 25 | 717 ± 5 | 1109 ± 41 | 602 ± 13 | -| CoarseDropout | **15760 ± 594** | - | 1190 ± 22 | - | - | -| Blur | **7403 ± 114** | 386 ± 4 | 5381 ± 125 | 265 ± 11 | - | -| Saturation | **1581 ± 127** | - | 495 ± 3 | 155 ± 2 | - | -| Shear | **1336 ± 18** | - | 1244 ± 14 | 261 ± 1 | - | -| ColorJitter | **968 ± 52** | 418 ± 5 | - | 104 ± 4 | 87 ± 1 | -| RandomResizedCrop | **4521 ± 17** | - | - | 661 ± 16 | 837 ± 37 | -| Pad | **31866 ± 530** | - | - | - | 4889 ± 183 | -| AutoContrast | **1534 ± 115** | - | - | 541 ± 8 | 344 ± 1 | -| Normalize | **1797 ± 190** | - | - | 1251 ± 14 | 1018 ± 7 | -| Erasing | **25411 ± 5727** | - | - | 1210 ± 27 | 3577 ± 49 | -| CenterCrop128 | **119630 ± 3484** | - | - | - | - | -| RGBShift | **3526 ± 128** | - | - | 896 ± 9 | - | -| PlankianJitter | **3351 ± 42** | - | - | 2150 ± 52 | - | -| HSV | **1277 ± 91** | - | - | - | - | -| ChannelDropout | **10988 ± 243** | - | - | 2283 ± 24 | - | -| LinearIllumination | 462 ± 52 | - | - | **708 ± 6** | - | -| CornerIllumination | **464 ± 45** | - | - | 452 ± 3 | - | -| GaussianIllumination | **670 ± 91** | - | - | 436 ± 13 | - | -| Hue | **1846 ± 193** | - | - | 150 ± 1 | - | -| PlasmaBrightness | **163 ± 1** | - | - | 85 ± 1 | - | -| PlasmaContrast | **138 ± 4** | - | - | 84 ± 0 | - | -| PlasmaShadow | 190 ± 3 | - | - | **216 ± 5** | - | -| Rain | **2121 ± 64** | - | - | 1493 ± 9 | - | -| SaltAndPepper | **2233 ± 35** | - | - | 480 ± 12 | - | -| Snow | **588 ± 32** | - | - | 143 ± 1 | - | -| OpticalDistortion | **687 ± 38** | - | - | 174 ± 0 | - | -| ThinPlateSpline | **75 ± 5** | - | - | 58 ± 0 | - | +| Resize | **3569 ± 60** | 1083 ± 21 | 2995 ± 70 | 645 ± 13 | 260 ± 9 | +| RandomCrop128 | **116029 ± 933** | 45395 ± 934 | 21408 ± 622 | 2946 ± 42 | 31450 ± 249 | +| HorizontalFlip | **12777 ± 261** | 8808 ± 1012 | 9599 ± 495 | 1297 ± 13 | 2486 ± 107 | +| VerticalFlip | **25722 ± 1806** | 16830 ± 1653 | 19935 ± 1708 | 2872 ± 37 | 4696 ± 161 | +| Rotate | **2972 ± 26** | 1739 ± 105 | 2574 ± 10 | 256 ± 2 | 258 ± 4 | +| Affine | **1427 ± 15** | - | 1328 ± 16 | 248 ± 6 | 188 ± 2 | +| Perspective | **1218 ± 8** | - | 908 ± 8 | 154 ± 3 | 147 ± 5 | +| Elastic | 355 ± 13 | - | **395 ± 14** | 1 ± 0 | 3 ± 0 | +| ChannelShuffle | **7850 ± 128** | - | 1252 ± 26 | 1328 ± 44 | 4417 ± 234 | +| Grayscale | **35666 ± 662** | 6088 ± 107 | 3100 ± 24 | 1201 ± 52 | 2600 ± 23 | +| GaussianBlur | 933 ± 5 | 387 ± 4 | **1460 ± 23** | 254 ± 5 | 127 ± 4 | +| GaussianNoise | 228 ± 5 | - | **263 ± 9** | 125 ± 1 | - | +| Invert | **34891 ± 5094** | - | 3682 ± 79 | 2881 ± 43 | 4244 ± 30 | +| Posterize | **12241 ± 787** | - | 3111 ± 95 | 836 ± 30 | 4247 ± 26 | +| Solarize | **11605 ± 455** | - | 3843 ± 80 | 263 ± 6 | 1032 ± 14 | +| Sharpen | **2362 ± 23** | - | 1101 ± 30 | 201 ± 2 | 220 ± 3 | +| Equalize | **1286 ± 18** | - | 814 ± 11 | 306 ± 1 | 795 ± 3 | +| JpegCompression | **1356 ± 25** | 1202 ± 19 | 687 ± 26 | 120 ± 1 | 889 ± 7 | +| RandomGamma | **12434 ± 564** | - | 3504 ± 72 | 230 ± 3 | - | +| MedianBlur | **1253 ± 8** | - | 1152 ± 14 | 6 ± 0 | - | +| MotionBlur | **3550 ± 31** | - | 928 ± 37 | 159 ± 1 | - | +| CLAHE | **643 ± 9** | - | 555 ± 14 | 165 ± 3 | - | +| Brightness | **12886 ± 570** | 2108 ± 32 | 1076 ± 32 | 1127 ± 27 | 854 ± 13 | +| Contrast | **12541 ± 387** | 1379 ± 25 | 717 ± 5 | 1109 ± 41 | 602 ± 13 | +| CoarseDropout | **18117 ± 636** | - | 1190 ± 22 | - | - | +| Blur | **7818 ± 150** | 386 ± 4 | 5381 ± 125 | 265 ± 11 | - | +| Saturation | **1320 ± 48** | - | 495 ± 3 | 155 ± 2 | - | +| Shear | **1306 ± 35** | - | 1244 ± 14 | 261 ± 1 | - | +| ColorJitter | **1022 ± 10** | 418 ± 5 | - | 104 ± 4 | 87 ± 1 | +| RandomResizedCrop | **4400 ± 14** | - | - | 661 ± 16 | 837 ± 37 | +| Pad | **32537 ± 1104** | - | - | - | 4889 ± 183 | +| AutoContrast | **1567 ± 66** | - | - | 541 ± 8 | 344 ± 1 | +| Normalize | **2030 ± 214** | - | - | 1251 ± 14 | 1018 ± 7 | +| Erasing | **25429 ± 2496** | - | - | 1210 ± 27 | 3577 ± 49 | +| CenterCrop128 | **119893 ± 1071** | - | - | - | - | +| RGBShift | **3367 ± 60** | - | - | 896 ± 9 | - | +| PlankianJitter | **3285 ± 15** | - | - | 2150 ± 52 | - | +| HSV | **1132 ± 79** | - | - | - | - | +| ChannelDropout | **10725 ± 659** | - | - | 2283 ± 24 | - | +| LinearIllumination | 381 ± 40 | - | - | **708 ± 6** | - | +| CornerIllumination | 412 ± 41 | - | - | **452 ± 3** | - | +| GaussianIllumination | **585 ± 20** | - | - | 436 ± 13 | - | +| Hue | **1885 ± 110** | - | - | 150 ± 1 | - | +| PlasmaBrightness | **155 ± 4** | - | - | 85 ± 1 | - | +| PlasmaContrast | **131 ± 8** | - | - | 84 ± 0 | - | +| PlasmaShadow | 178 ± 6 | - | - | **216 ± 5** | - | +| Rain | **1941 ± 15** | - | - | 1493 ± 9 | - | +| SaltAndPepper | **533 ± 8** | - | - | 480 ± 12 | - | +| Snow | **582 ± 17** | - | - | 143 ± 1 | - | +| OpticalDistortion | **650 ± 26** | - | - | 174 ± 0 | - | +| ThinPlateSpline | **75 ± 2** | - | - | 58 ± 0 | - |