├── .codacy.yml ├── .github └── workflows │ ├── build_wheels.yml │ ├── test_master.yml │ └── test_pull_requests.yml ├── .gitignore ├── .pylintrc ├── .travis.yml ├── CHANGELOG.md ├── LICENSE ├── MANIFEST.in ├── README.md ├── bandit.yml ├── changelogs ├── 0.3.0 │ ├── v0.3.0.cleaned.md │ └── v0.3.0.uncleaned.md ├── 0.4.0 │ ├── 20191003_reworked_aug_methods.md │ ├── 20191016_pooling_affects_maps.md │ ├── 20191026_reworked_quantization.md │ ├── 20191027_improve_invert.md │ ├── 20191111_pickleable.md │ ├── 20191113_iterable_augmentables.md │ ├── 20191610_crop_and_pad.md │ ├── 20191610_perspective_transform.md │ ├── 20200107_improved_blending.md │ ├── 20200126_python38.md │ ├── added │ │ ├── 20190927_unwrapped_bb_aug.md │ │ ├── 20191002_unwrapped_ls_aug.md │ │ ├── 20191013_change_color_temperature.md │ │ ├── 20191014_brightness_augmenters.md │ │ ├── 20191016_dropout2d.md │ │ ├── 20191019_colorwise_grayscaling.md │ │ ├── 20191020_cartoon.md │ │ ├── 20191023_mean_shift_blur.md │ │ ├── 20191027_jigsaw.md │ │ ├── 20191101_deterministic_list.md │ │ ├── 20191102_autocontrast.md │ │ ├── 20191103_affine_shear_y.md │ │ ├── 20191103_equalize.md │ │ ├── 20191103_identity.md │ │ ├── 20191105_affine_wrappers.md │ │ ├── 20191106_ooi_removal.md │ │ ├── 20191110_bb_polygon_conversion.md │ │ ├── 20191110_polygon_subdivision.md │ │ ├── 20191110_withpolarwarping.md │ │ ├── 20191117_debug_images.md │ │ ├── 20191117_pad_multi_cval.md │ │ ├── 20191218_imagecorruptions.md │ │ ├── 20191220_cutout.md │ │ ├── 20191221_inplace_cba_methods.md │ │ ├── 20191224_pil_module.md │ │ ├── 20191230_standardized_lut.md │ │ ├── 20200101_bb_label_drawing.md │ │ ├── 20200102_cbasoi_getitem.md │ │ ├── 20200105_discretize_round.md │ │ ├── 20200106_rain.md │ │ ├── 20200106_randaugment.md │ │ └── 20200125_image_warnings.md │ ├── changed │ │ ├── 20190929_rngs_polygon_recoverer.md │ │ ├── 20191110_affine_translation_precision.md │ │ ├── 20191128_affine_translate.md │ │ ├── 20191230_dont_import_msgs.md │ │ ├── 20200103_standardized_shift_interfaces.md │ │ ├── 20200112_simplified_augmenter_args.md │ │ ├── 20200115_changed_defaults.md │ │ └── 20200125_any_opencv_accepted.md │ ├── deprecated │ │ ├── 20190926_rename_inplace.md │ │ └── 20191230_deprecate_affinecv2.md │ ├── fixed │ │ ├── 20190926_fixed_resize_dtype.md │ │ ├── 20190928_fixed_affine_coords_aug.md │ │ ├── 20190928_fixed_pwa_empty_kps_unaligned.md │ │ ├── 20190928_fixed_type_val.md │ │ ├── 20190929_fixed_assert_is_iterable_of.md │ │ ├── 20191003_fixed_image_normalization.md │ │ ├── 20191003_fixed_typo.md │ │ ├── 20191006_fixed_withchannels_alignment.md │ │ ├── 20191106_fixed_random_state_funcs_missing.md │ │ ├── 20191110_fixed_affine_map_aug.md │ │ ├── 20191111_fixed_snowflakeslayer_crash.md │ │ ├── 20191111_multiplyhueandsaturation_rng.md │ │ ├── 20191124_fixed_cloud_layer_float.md │ │ ├── 20191128_fixed_affine_translate.md │ │ ├── 20191128_fixed_hanging_nixos.md │ │ ├── 20191217_collections_abc.md │ │ ├── 20191218_fixed_fromfunction_deprecated.md │ │ ├── 20191222_fixed_numpy_1_18.md │ │ ├── 20191223_fixed_opencv_multicore_aug_hanging.md │ │ ├── 20200110_fixed_seed.md │ │ ├── 20200111_fixed_elastic_transformation_cval.md │ │ ├── 20200113_fixed_weather_randomness.md │ │ ├── 20200118_perspt_inaccuracy.md │ │ ├── 20200122_fix_keepsizebyresize.md │ │ └── 20200126_shapely_17a2.md │ ├── refactored │ │ ├── 20191124_pylint.md │ │ └── 20200111_opencv_normalization.md │ └── renamed │ │ └── 20190926_rename_inplace.md ├── master │ ├── 20200206_data_module.md │ ├── changed │ │ ├── 20200222_shape_handling.md │ │ └── 20200522_limit_dtype_support_alphablend.md │ ├── fixed │ │ ├── 20200217_legacy_kp_aug_fallback.md │ │ ├── 20200225_fix_imageio.md │ │ ├── 20200412_fix_change_color_temperature.md │ │ ├── 20200521_fix_skimage_slic_warning.md │ │ ├── 20200522_fix_blend_alpha_f128.md │ │ ├── 20200522_fix_mac_multiprocessing.md │ │ ├── 20200522_fix_pad_f128.md │ │ ├── 20200522_fix_permission_denied.md │ │ ├── 20200525_fix_affine_cval_float.md │ │ └── 20200601_fix_affine_skimage_order_0.md │ ├── improved │ │ ├── 20200211_improve_performance_add.md │ │ ├── 20200213_improved_blend_performance.md │ │ ├── 20200216_add_elementwise_performance.md │ │ ├── 20200216_improve_multiply_scalar_perf.md │ │ ├── 20200216_improved_mul_elementwise_perf.md │ │ ├── 20200217_vectorize_cropandpad.md │ │ ├── 20200221_reworked_pooling.md │ │ ├── 20200223_blur_avg.md │ │ ├── 20200223_faster_elastic_tf.md │ │ ├── 20200229_convolve.md │ │ ├── 20200229_faster_invert.md │ │ ├── 20200308_prefetching.md │ │ ├── 20200315_segment_replacement.md │ │ ├── 20200413_frequency_noise.md │ │ ├── 20200517_faster_dtype_checks.md │ │ ├── 20200521_improved_cicd_testing.md │ │ ├── 20200522_tests_f128.md │ │ └── 20200530_glass_blur_perf.md │ └── refactored │ │ ├── 20200223_blur_gaussian.md │ │ └── 20200314_affine.md ├── v0.2.8.summary.md ├── v0.2.9.summary.md ├── v0.3.0.summary.md └── v0.4.0.summary.md ├── checks ├── README.md ├── check_add_to_hue_and_saturation.py ├── check_affine.py ├── check_affinecv2.py ├── check_average_blur.py ├── check_background_augmentation.py ├── check_bb_augmentation.py ├── check_bilateral_blur.py ├── check_blendalphasegmapclassids.py ├── check_blendalphasomecolors.py ├── check_brightness.py ├── check_canny.py ├── check_cartoon.py ├── check_channel_shuffle.py ├── check_clouds.py ├── check_color_temperature.py ├── check_contrast.py ├── check_crop_and_pad.py ├── check_cutout.py ├── check_deprecation_warning.py ├── check_directed_edge_detect.py ├── check_elastic_transformation.py ├── check_fast_snowy_landscape.py ├── check_fixed_size.py ├── check_flip_performance.py ├── check_fog.py ├── check_heatmaps.py ├── check_impulse_noise.py ├── check_imshow.py ├── check_jigsaw.py ├── check_jpeg_compression.py ├── check_kmeans_color_quantization.py ├── check_laplace_noise.py ├── check_mean_shift_blur.py ├── check_median_blur.py ├── check_motion_blur.py ├── check_multicore_pool.py ├── check_multiply_hue_and_saturation.py ├── check_noise.py ├── check_parameters.py ├── check_performance.py ├── check_perspective_transform.py ├── check_piecewise_affine.py ├── check_poisson_noise.py ├── check_polygons_stay_valid_during_augmentation.py ├── check_pooling.py ├── check_quantize_uniform_to_n_bits.py ├── check_rain.py ├── check_randaugment.py ├── check_readme_examples.py ├── check_remove_saturation.py ├── check_resize.py ├── check_rot90.py ├── check_seed.py ├── check_segmentation_maps.py ├── check_single_image_warning.py ├── check_snowflakes.py ├── check_snowflakes_layer.py ├── check_solarize.py ├── check_some_of.py ├── check_superpixels.py ├── check_uniform_color_quantization.py ├── check_visually.py ├── check_voronoi.py ├── check_with_hue_and_saturation.py ├── check_withchannels.py └── check_withcolorspace.py ├── codecov.yml ├── imgaug ├── DejaVuSans.ttf ├── __init__.py ├── augmentables │ ├── __init__.py │ ├── base.py │ ├── batches.py │ ├── bbs.py │ ├── heatmaps.py │ ├── kps.py │ ├── lines.py │ ├── normalization.py │ ├── polys.py │ ├── segmaps.py │ └── utils.py ├── augmenters │ ├── __init__.py │ ├── arithmetic.py │ ├── artistic.py │ ├── base.py │ ├── blend.py │ ├── blur.py │ ├── collections.py │ ├── color.py │ ├── contrast.py │ ├── convolutional.py │ ├── debug.py │ ├── edges.py │ ├── flip.py │ ├── geometric.py │ ├── imgcorruptlike.py │ ├── meta.py │ ├── overlay.py │ ├── pillike.py │ ├── pooling.py │ ├── segmentation.py │ ├── size.py │ └── weather.py ├── data.py ├── dtypes.py ├── external │ ├── README.md │ ├── __init__.py │ ├── opensimplex.py │ ├── poly_point_isect_py2py3.py │ └── poly_point_isect_py3.py.bak ├── imgaug.py ├── multicore.py ├── parameters.py ├── quokka.jpg ├── quokka_annotations.json ├── quokka_depth_map_halfres.png ├── random.py ├── testutils.py └── validation.py ├── pytest.ini ├── readthedocs.yml ├── requirements.txt ├── setup.cfg ├── setup.py └── test ├── augmentables ├── test_batches.py ├── test_bbs.py ├── test_heatmaps.py ├── 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