From 27195275094f9da15a3f8de82799f8e79dbff52f Mon Sep 17 00:00:00 2001 From: Kok Wei <52521979+kwcckw@users.noreply.github.com> Date: Wed, 27 Dec 2023 19:07:05 +0800 Subject: [PATCH 1/2] Updated benchmarks and added Stains. --- README.md | 6 + augraphy/augmentations/__init__.py | 2 + augraphy/augmentations/stains.py | 106 ++++++++++++++++++ benchmark/README.md | 6 + benchmark/run_benchmarks.py | 7 ++ .../augmentations/stains/stains.png | Bin 0 -> 506885 bytes doc/source/augmentations/stains.rst | 66 +++++++++++ 7 files changed, 193 insertions(+) create mode 100644 augraphy/augmentations/stains.py create mode 100644 doc/source/augmentations/augmentations/stains/stains.png create mode 100644 doc/source/augmentations/stains.rst diff --git a/README.md b/README.md index 84c372d..717e3b0 100644 --- a/README.md +++ b/README.md @@ -130,10 +130,13 @@ The benchmark results are computed with Augraphy 8.2 and Tobacco3482 dataset (re |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| @@ -144,7 +147,9 @@ The benchmark results are computed with Augraphy 8.2 and Tobacco3482 dataset (re |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| @@ -152,6 +157,7 @@ The benchmark results are computed with Augraphy 8.2 and Tobacco3482 dataset (re |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| diff --git a/augraphy/augmentations/__init__.py b/augraphy/augmentations/__init__.py index 978247e..9b3296d 100644 --- a/augraphy/augmentations/__init__.py +++ b/augraphy/augmentations/__init__.py @@ -45,6 +45,7 @@ from augraphy.augmentations.sectionshift import SectionShift from augraphy.augmentations.shadowcast import ShadowCast from augraphy.augmentations.squish import Squish +from augraphy.augmentations.stains import Stains from augraphy.augmentations.subtlenoise import SubtleNoise from augraphy.augmentations.voronoi import VoronoiTessellation from augraphy.augmentations.watermark import WaterMark @@ -97,6 +98,7 @@ "SectionShift", "ShadowCast", "Squish", + "Stains", "SubtleNoise", "VoronoiTessellation", "WaterMark", diff --git a/augraphy/augmentations/stains.py b/augraphy/augmentations/stains.py new file mode 100644 index 0000000..294e04f --- /dev/null +++ b/augraphy/augmentations/stains.py @@ -0,0 +1,106 @@ +import random + +import cv2 +import numpy as np + +from augraphy.base.augmentation import Augmentation +from augraphy.utilities.overlaybuilder import OverlayBuilder +from augraphy.utilities.texturegenerator import TextureGenerator + + +class Stains(Augmentation): + """Creates a stains texture and the stains texture is blended into the input image by using OverlayBuilder. + + + :param stains_type: Types of stains. Use "random" for random stains effect. + Select from "rough_stains", "fine_stains", "severe_stains", "light_stains". + :type stains_type: tuple, optional + :param stains_blend_method: The blending method to blend stains texture into the input image. + :type stains_blend_method: string, optional + :param stains_blend_alpha: The blending alpha value for blending method with the usage of alpha. + :type stains_blend_alpha: float, optional + :param p: The probability this Augmentation will be applied. + :type p: float, optional + + """ + + def __init__( + self, + stains_type="random", + stains_blend_method="darken", + stains_blend_alpha=0.5, + p=1, + ): + """Constructor method""" + super().__init__(p=p) + self.stains_type = stains_type + self.stains_blend_method = stains_blend_method + self.stains_blend_alpha = stains_blend_alpha + + # Constructs a string representation of this Augmentation. + def __repr__(self): + return f"stains(stains_type={self.stains_type}, stains_blend_method={self.stains_blend_method}, stains_blend_alpha={self.stains_blend_alpha}, p={self.p})" + + # Applies the Augmentation to input data. + def __call__(self, image, layer=None, mask=None, keypoints=None, bounding_boxes=None, force=False): + if force or self.should_run(): + image = image.copy() + + # convert and make sure image is color image + has_alpha = 0 + if len(image.shape) > 2: + is_gray = 0 + if image.shape[2] == 4: + has_alpha = 1 + image, image_alpha = image[:, :, :3], image[:, :, 3] + else: + is_gray = 1 + image = cv2.cvtColor(image, cv2.COLOR_GRAY2BGR) + + ysize, xsize = image.shape[:2] + + stains = ["rough_stains", "fine_stains", "severe_stains", "light_stains"] + if self.stains_type not in stains: + stains_type = random.choice(stains) + else: + stains_type = self.stains_type + + # generator to create stains + stains_generator = TextureGenerator() + + # generate stains + image_stains = stains_generator(texture_type=stains_type, + texture_width=xsize, + texture_height=ysize, + quilt_texture=0) + + # blend points image into input again + ob = OverlayBuilder( + self.stains_blend_method, + image_stains, + image, + 1, + (1, 1), + "center", + 0, + self.stains_blend_alpha, + ) + image_output = ob.build_overlay() + + # return image follows the input image color channel + if is_gray: + image_output = cv2.cvtColor(image_output, cv2.COLOR_BGR2GRAY) + if has_alpha: + image_output = np.dstack((image_output, image_alpha)) + + # check for additional output of mask, keypoints and bounding boxes + outputs_extra = [] + if mask is not None or keypoints is not None or bounding_boxes is not None: + outputs_extra = [mask, keypoints, bounding_boxes] + + # returns additional mask, keypoints and bounding boxes if there is additional input + if outputs_extra: + # returns in the format of [image, mask, keypoints, bounding_boxes] + return [image_output] + outputs_extra + else: + return image_output diff --git a/benchmark/README.md b/benchmark/README.md index fbd8cf3..fd3db1c 100644 --- a/benchmark/README.md +++ b/benchmark/README.md @@ -17,10 +17,13 @@ python run_benchmarks.py --folder_path folder_path_with_images |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| @@ -31,7 +34,9 @@ python run_benchmarks.py --folder_path folder_path_with_images |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| @@ -39,6 +44,7 @@ python run_benchmarks.py --folder_path folder_path_with_images |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| diff --git a/benchmark/run_benchmarks.py b/benchmark/run_benchmarks.py index 49067ed..441ea31 100644 --- a/benchmark/run_benchmarks.py +++ b/benchmark/run_benchmarks.py @@ -290,10 +290,13 @@ def main(folder_path): ColorPaper, ColorShift, DelaunayTessellation, + DepthSimulatedBlur, DirtyDrum, DirtyRollers, + DirtyScreen, Dithering, DotMatrix, + DoubleExposure, Faxify, Folding, Gamma, @@ -304,7 +307,9 @@ def main(folder_path): InkColorSwap, InkMottling, InkShifter, + LCDScreenPattern, Jpeg, + LensFlare, Letterpress, LightingGradient, LinesDegradation, @@ -312,6 +317,7 @@ def main(folder_path): LowInkRandomLines, LowLightNoise, Markup, 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HcmV?d00001 diff --git a/doc/source/augmentations/stains.rst b/doc/source/augmentations/stains.rst new file mode 100644 index 0000000..a8d7d0c --- /dev/null +++ b/doc/source/augmentations/stains.rst @@ -0,0 +1,66 @@ +****** +Stains +****** + +.. autoclass:: augraphy.augmentations.stains.Stains + :members: + :undoc-members: + :show-inheritance: + +-------- +Overview +-------- +The Stains augmentation creates a stains texture and the stains texture is blended into the input image by using OverlayBuilder. + + +Initially, a clean image with single line of text is created. + +Code example: + +:: + + # import libraries + import cv2 + import numpy as np + from augraphy import * + + + # create a clean image with single line of text + image = np.full((500, 1500,3), 250, dtype="uint8") + cv2.putText( + image, + "Lorem ipsum dolor sit amet, consectetur adipiscing elit", + (80, 250), + cv2.FONT_HERSHEY_SIMPLEX, + 1.5, + 0, + 3, + ) + + cv2.imshow("Input image", image) + +Clean image: + +.. figure:: augmentations/input.png + +--------- +Example 1 +--------- +In this example, a Stains augmentation instance is initialized and the stains type is set to severe stains (stains_type="severe_stains"). The method to blend stains texture into image is set to darken (stains_blend_method="darken"). + + +Code example: + +:: + + stains = Stains(stains_type="severe_stains", + stains_blend_method="darken", + ) + + img_stains = stains(image) + + cv2.imshow("stains", img_stains) + +Augmented image: + +.. figure:: augmentations/stains/stains.png From 9ff5c47c2403e5991a7f1d5e909f0ff124ce2c4d Mon Sep 17 00:00:00 2001 From: Kok Wei <52521979+kwcckw@users.noreply.github.com> Date: Wed, 27 Dec 2023 19:07:56 +0800 Subject: [PATCH 2/2] Rerun pre-commit. --- augraphy/augmentations/stains.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/augraphy/augmentations/stains.py b/augraphy/augmentations/stains.py index 294e04f..867fe67 100644 --- a/augraphy/augmentations/stains.py +++ b/augraphy/augmentations/stains.py @@ -69,10 +69,12 @@ def __call__(self, image, layer=None, mask=None, keypoints=None, bounding_boxes= stains_generator = TextureGenerator() # generate stains - image_stains = stains_generator(texture_type=stains_type, - texture_width=xsize, - texture_height=ysize, - quilt_texture=0) + image_stains = stains_generator( + texture_type=stains_type, + texture_width=xsize, + texture_height=ysize, + quilt_texture=0, + ) # blend points image into input again ob = OverlayBuilder(