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 @@
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- "timestamp": "2025-01-30T20:22:09.348864+00:00"
+ "timestamp": "2025-02-02T00:41:16.268289+00:00"
},
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+ "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 | - |