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creafz committed Oct 3, 2021
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52 changes: 26 additions & 26 deletions README.md
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Expand Up @@ -214,36 +214,36 @@ Spatial-level transforms will simultaneously change both an input image as well
## Benchmarking results
To run the benchmark yourself, follow the instructions in [benchmark/README.md](https://github.com/albumentations-team/albumentations/blob/master/benchmark/README.md)

Results for running the benchmark on the first 2000 images from the ImageNet validation set using an Intel Xeon E5-2650 v4.
Results for running the benchmark on the first 2000 images from the ImageNet validation set using an Intel(R) Xeon(R) Gold 6140 CPU.
All outputs are converted to a contiguous NumPy array with the np.uint8 data type.
The table shows how many images per second can be processed on a single core; higher is better.

| |albumentations<br><small>1.0.0</small>|imgaug<br><small>0.4.0</small>|torchvision (Pillow-SIMD backend)<br><small>0.9.1</small>|keras<br><small>2.4.3</small>|augmentor<br><small>0.2.8</small>|solt<br><small>0.1.9</small>|
|----------------------|:------------------------------------:|:----------------------------:|:-------------------------------------------------------:|:---------------------------:|:-------------------------------:|:--------------------------:|
|HorizontalFlip | **6244** | 2281 | 2208 | 774 | 2201 | 4334 |
|VerticalFlip | **5443** | 2265 | 1910 | 5297 | 1945 | 3857 |
|Rotate | **340** | 261 | 146 | 24 | 55 | 311 |
|ShiftScaleRotate | **566** | 372 | 129 | 24 | - | - |
|Brightness | **2333** | 1065 | 370 | 197 | 366 | 1929 |
|Contrast | **2352** | 1098 | 307 | - | 306 | 1950 |
|BrightnessContrast | **2331** | 613 | 170 | - | 169 | 998 |
|ShiftRGB | **2320** | 1059 | - | 320 | - | - |
|ShiftHSV | **474** | 254 | 55 | - | - | 122 |
|Gamma | **2347** | - | 331 | - | - | 815 |
|Grayscale | **3757** | 368 | 608 | - | 901 | 974 |
|RandomCrop64 | **149449** | 2750 | 32824 | - | 27683 | 14356 |
|PadToSize512 | **3460** | - | 528 | - | - | 2796 |
|Resize512 | **910** | 568 | 889 | - | 872 | 906 |
|RandomSizedCrop_64_512| **2276** | 781 | 1345 | - | 1303 | 1935 |
|Posterize | **2353** | - | - | - | - | - |
|Solarize | **2366** | - | - | - | - | - |
|Equalize | 558 | 386 | - | - | **671** | - |
|Multiply | **2237** | 1149 | - | - | - | - |
|MultiplyElementwise | 97 | **177** | - | - | - | - |
|ColorJitter | **290** | 69 | 52 | - | - | - |

Python and library versions: Python 3.9.5 (default, May 12 2021, 15:26:36) [GCC 8.3.0], numpy 1.19.5, pillow-simd 7.0.0.post3, opencv-python 4.5.2.52, scikit-image 0.18.1, scipy 1.6.3.

| |albumentations<br><small>1.1.0</small>|imgaug<br><small>0.4.0</small>|torchvision (Pillow-SIMD backend)<br><small>0.10.1</small>|keras<br><small>2.6.0</small>|augmentor<br><small>0.2.8</small>|solt<br><small>0.1.9</small>|
|----------------------|:------------------------------------:|:----------------------------:|:--------------------------------------------------------:|:---------------------------:|:-------------------------------:|:--------------------------:|
|HorizontalFlip | **10220** | 2702 | 2517 | 876 | 2528 | 6798 |
|VerticalFlip | **4438** | 2141 | 2151 | 4381 | 2155 | 3659 |
|Rotate | **389** | 283 | 165 | 28 | 60 | 367 |
|ShiftScaleRotate | **669** | 425 | 146 | 29 | - | - |
|Brightness | **2765** | 1124 | 411 | 229 | 408 | 2335 |
|Contrast | **2767** | 1137 | 349 | - | 346 | 2341 |
|BrightnessContrast | **2746** | 629 | 190 | - | 189 | 1196 |
|ShiftRGB | **2758** | 1093 | - | 360 | - | - |
|ShiftHSV | **598** | 259 | 59 | - | - | 144 |
|Gamma | **2849** | - | 388 | - | - | 933 |
|Grayscale | **5219** | 393 | 723 | - | 1082 | 1309 |
|RandomCrop64 | **163550** | 2562 | 50159 | - | 42842 | 22260 |
|PadToSize512 | **3609** | - | 602 | - | - | 3097 |
|Resize512 | 1049 | 611 | **1066** | - | 1041 | 1017 |
|RandomSizedCrop_64_512| **3224** | 858 | 1660 | - | 1598 | 2675 |
|Posterize | **2789** | - | - | - | - | - |
|Solarize | **2761** | - | - | - | - | - |
|Equalize | 647 | 385 | - | - | **765** | - |
|Multiply | **2659** | 1129 | - | - | - | - |
|MultiplyElementwise | 111 | **200** | - | - | - | - |
|ColorJitter | **351** | 78 | 57 | - | - | - |

Python and library versions: Python 3.9.5 (default, Jun 23 2021, 15:01:51) [GCC 8.3.0], numpy 1.19.5, pillow-simd 7.0.0.post3, opencv-python 4.5.3.56, scikit-image 0.18.3, scipy 1.7.1.

## Contributing

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2 changes: 1 addition & 1 deletion albumentations/__init__.py
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from __future__ import absolute_import

__version__ = "1.0.3"
__version__ = "1.1.0"

from .core.composition import *
from .core.transforms_interface import *
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