Project dependencies may have API risk issues

[PyDeps]

Hi, In imgaug, inappropriate dependency versioning constraints can cause risks.

Below are the dependencies and version constraints that the project is using

six*
numpy>=1.15
scipy*
Pillow*
matplotlib*
scikit-image>=0.14.2
opencv-python-headless*
imageio<=2.6.1;python_version<'3.5'
imageio;python_version>='3.5'
Shapely*
numba;python_version>='3.6'

The version constraint == will introduce the risk of dependency conflicts because the scope of dependencies is too strict.
The version constraint No Upper Bound and * will introduce the risk of the missing API Error because the latest version of the dependencies may remove some APIs.

After further analysis, in this project,
After further analysis, in this project,
The version constraint of dependency six can be changed to >=1.4.0,<=1.16.0.

The above modification suggestions can reduce the dependency conflicts as much as possible,
and introduce the latest version as much as possible without calling Error in the projects.

The invocation of the current project includes all the following methods.

In version six-1.3.0, the API six.add_metaclass whch is used by the current project in imgaug/augmenters/edges.py... is missing.

The calling methods from the six

six.add_metaclass

The calling methods from the scipy

ndimage.interpolation.map_coordinates

The calling methods from the all methods

np.uint8
kpsoi_aug.draw_on_image
random_state.duplicate
reinsert_stack.append
self.generate_mask
scipy.stats.truncnorm
example_augment_images_and_polygons
iabase._warn_on_suspicious_single_image_shape
_BatchInAugmentationPropagationContext
_get_context.current_process
recursive_negate
self.Voronoi.super.__init__
sizelib.KeepSizeByResize
_AssertLambdaCallback
iaa.AveragePooling
generator.random_sample
os.path.abspath
is_np_array
iaa.Emboss
np.arange.astype
normalize_generator_
np.bitwise_and
np.zeros
aug_ro_det.augment_keypoints
random_state.binomial
PolygonsOnImage
self._assert_dtypes_not_changed
self._assert_batches_is_generator
collections.defaultdict
ForceSign
fig.add_subplot
random.randint
exterior.len.noise_strength.noise_strength.random_state.uniform.astype
isect_segments_impl
coords_absolute.append
blend.SimplexNoiseAlpha
np.stack
collections.namedtuple
self.pad_cval.draw_samples
self._recover_images_array
self._augment_single_image
ski_exposure.adjust_gamma
self.generator.logistic
nb_cols.nb_rows.np.arange.reshape
_numbajit
keypoints_aug.append
args.only.split
cell.draw
iap.Sigmoid
self.density_multiplier.draw_sample
keypoints.append
self.generator.triangular
self.Dropout2d.super.__init__
self._FolderImageDestination.super.__init__
math.ceil
ia.SegmentationMapsOnImage
iaa.Snowflakes
augmenter.augment_keypoints
ChiSquare
self._augment_maps_by_samples
self.VerticalLinearGradientMaskGen.super.__init__
aug_ro.to_deterministic
_autoset_context
img_0to1.astype
segment_add_points_sorted.append
blur_avg_
ChangeColorspace
nlib.invert_normalize_bounding_boxes
ia.is_float_array
multiprocessing.cpu_count
hooks.postprocess
xx.ravel
iaa.Alpha
np.allclose
batch_norm.to_batch_in_augmentation
_ElasticTfShiftMapGenerator
create_fully_random_generator
iaa.CoarseSalt
ia.Batch
samples.get_clipped_cval
timeit.timeit
poly.shift_
blend.np.clip.astype
Fliplr
_generate_table_for_invert_uint8
PoolWithMarkedWorker
cls._warp_maps_
cv2.subtract
self.generator.uniform
cv2.cvtColor
_get_columns
self.DiscreteUniform.super.__init__
self.position.draw_samples
self._draw_label_arr
_JigsawSamples
self.workers.append
_assert_single_array_last_dim_exactly
self._handle_translate_arg
blur_gaussian_
random_state.copy
self.CropToMultiplesOf.super._draw_samples
normalized.add
_normalize_generator_np116_
self.generator.standard_t
random.seed
self.KMeansColorQuantization.super.__init__
self.FilterContour.super.__init__
objs_reduced.append
ia.avg_pool
quantize_uniform_
self.generator.standard_cauchy
self._keep_size_images
iap.Subtract
self.MinPooling.super.__init__
cv2.INTER_NEAREST.iaa.Resize.augment_image
self._draw_samples_iteration
skimage.draw.polygon_perimeter
heatmap.draw
blend.blend_alpha
imgaug.random.RNG.create_fully_random
np.float32.alphas.astype.reshape
self.PadToPowersOf.super.__init__
zip
np.eye
self.Choice.super.__init__
time.time
exterior.len.self.noise_strength.self.noise_strength.random_state.uniform.astype
_minmax_pool_uint8_
self.FilterDetail.super.__init__
self.translate.draw_samples
self.text.split
_blend_alpha_non_uint8
iaa.Pepper
arr.ravel
self.other_points_sampler.sample_points
aug.augment_image
project_coords_
estimate_keypoints_norm_type
self.low.draw_sample
self.resize
iaa.Resize.augment_image
self.random_state.derive_rng_
RelativeRegularGridPointsSampler
np.clip
imgaug.random.copy_generator
replacement_samples.astype
utils.deepcopy_fast
self.AdditivePoissonNoise.super.__init__
self._handle_scale_arg
self.DeterministicList.super.__init__
self.translate
self.compression.draw_samples
_create_affine_matrix
aug_scipy.augment_images
self._handle_batch_ids_gen
BoundingBox.from_point_soup
bb.clip_out_of_image
self.ScaleY.super.__init__
aug.else_list.to_deterministic
nlib.invert_normalize_heatmaps
ia.is_single_number
self.ReplaceElementwise.super.__init__
arr_warped.astype
cls._handle_size_arg
tf.AffineTransform
self.JpegCompression.super.__init__
Flipud
np.isscalar
handle_continuous_param
quantize_uniform
iaa.Add
self.Subtract.super.__init__
multicore.BatchLoader
iaa.Fliplr
image.astype
aug.find_augmenters
cv2.blur
augmentable.resize
cv2.equalizeHist
matrix_gen.shear
self.Clouds.super.__init__
tempfile.NamedTemporaryFile
self.pool.imap
worker.is_alive
self.LogContrast.super.__init__
self.generator.exponential
_seed_np117_
kp.deepcopy
other.subdivide
_CUTOUT_FILL_MODES.keys
_KelvinToRGBTableSingleton.get_instance
cbaois.invert_to_keypoints_on_image_
self.__str__
points_interp.extend
self.BlendAlphaRegularGrid.super.__init__
max_widths.append
self._invert_resize_maps
iaa.AllChannelsCLAHE
e_above.y_intercept_x
self._new_node
np.all
self._draw_samples_for_image
np.squeeze
coords_ooi.append
example_hooks
BIT_GENERATOR
bbs_aug_one.draw_on_image
_is_iterable
self.AddElementwise.super.__init__
bbs.append
aug.localize_random_state_
heatmap_i.alpha.image.alpha.np.clip.astype
self.generator.normal
iaa.quantize_uniform
intensity_details_generator.draw_samples
self.Fog.super.__init__
self.draw_grid
kpsoi.to_xy_array
image_pil.transform
scipy.spatial.distance.cdist
shuffle_channels
train_on_images
self.clip_out_of_image
np.random.get_state
func
iaa.WithHueAndSaturation
iaa.Dropout
position.split
seq_skimage_det.augment_image
self.intersections.keys
ia.is_callable
self.ElasticTransformation.super.__init__
self.parameter.draw_samples
np.iinfo
np.min
self.n_cols_frac.draw_samples
area_i.dx_i.reshape
aug_no_colorspace.augment_image
kp.generate_similar_points_manhattan
pillike.FilterSmooth
self.generator.gumbel
aug_det.augment_images
iaa.RemoveSaturation
meta.SomeOf
size.beta.alpha.random_state.beta.astype
self.matrix
reduce
time.sleep
self.generator.multinomial
self.max_item
xxyy.np.copy.astype
polygon.change_first_point_by_index
_blur_median
apply_lut_
self._convert_bbs_to_polygons_
_get_generator_state_np116
skimage.draw.line_aa
images_kps_batches.extend
all_channels.set.difference
cbaoi.to_xy_array
SegmentationMapsOnImage
deprecated
self.mask.draw_samples
name.strip
np.__version__.split
self.append
seq_det.augment_bounding_boxes
aug2
np.flipud
arr_inv.astype
_augment_small_3
self.subdivide
self.generator.standard_exponential
self.Brightness.super.__init__
hooks.preprocess
iaa.Identity
iaa.ContrastNormalization
sizes.append
replace_segments_
iap.handle_probability_param
wn.transpose
_ensure_valid_shape
self.generator.standard_normal
np.random.randint.astype
ls.is_fully_within_image
_compute_affine_warp_output_shape
max_heights.append
_derive_generators_np116_
_MotionBlurMatrixGenerator
self.Contrast.super.__init__
_filter_by_kernel
ia.is_single_float
self.size_px_max.draw_sample
left
iaa.Grayscale
pad_to_multiples_of
self.join_signal.is_set
compute_croppings_to_reach_aspect_ratio
self.PadToPowersOf.super._draw_samples
rss.binomial
meta.handle_children_list
quokka
ls.shift_
self.CenterPadToMultiplesOf.super.__init__
self.CropToAspectRatio.super.__init__
_validate_tuple
iaa.DirectedEdgeDetect
copy_generator
sorted
MultiPolygon
self.Weibull.super.__init__
np.array_equal
self.Rain.super.__init__
json.load
issubclass
_invert_uint8_subtract_
iarandom.RNG.create_pseudo_random_
np.ones_like
destinations.flatten
label_arr.astype
samples.croppings
_InvertTables
isect_segments_include_segments
gate_dtypes_strs
queue_source.put
batch.get_column_names
project_coords
EventQueue
cycle
self.saturation.draw_samples
self.CropToPowersOf.super.__init__
augmenter.foreground.augment_batch_
generate_jigsaw_destinations
draw_debug_image
sum
self.AveragePooling.super.__init__
self.ImpulseNoise.super.__init__
columns.append
self.lightness_threshold.draw_samples
outputs_bg.propagation_hooks_ctx
generator.random
self.CropToAspectRatio.super._draw_samples
shear.iaa.Affine
self.direction.draw_sample
rot.augment_image
nlib.invert_normalize_polygons
RegularGridPointsSampler._generate_point_grids
aug_pool.augment_images
self.to_matrix
segmap.draw_on_image
random_state.normal
iaa.SimplexNoiseAlpha
self.max_steps.draw_samples
self.destination.on_batch
imshow
self.postprocessor
kelvin.iaa.ChangeColorTemperature
self._fit_best_valid_polygon
self.rotate.draw_samples
images_change_cs.append
is_single_integer
_AssertShapeHeatmapsCheck
create_random_polygon
cv2.multiply
min_pool_
self.FrequencyNoise.super.__init__
self.blur_ksize.draw_samples
self._events_current_sweep.remove
stack.pop
get_distribution
iaa.SegMapClassIdsMaskGen
self.ForceSign.super.__init__
self.FilterBlur.super.__init__
UnnormalizedBatch
bbs.draw_on_image
augmenters.augment_batch_
nlib.invert_normalize_images
RBTree.jsw_single
multicore.Pool._worker
self._pool.terminate
self.pool.imap_unordered
self.draw_heatmap_array
coords_relative.reshape
RBTree
_get_opencv_attr
clip_augmented_images
max_value.min_value.table_inv.np.clip.astype
iaa.quantize_uniform_to_n_bits
self.jitter.draw_samples
ndimage.gaussian_filter
cls._invert_warp_maps_
self.AutoPrefetcher.super.__init__
self.ShearX.super.__init__
max_value.min_value.table.np.clip.astype
_handle_cval_arg
cval_samples.tolist
bool
sys._getframe
scale.get
augmenter.augment_images
random_state.chisquare
example_augment_images_and_bounding_boxes
compress_jpeg
CheckerboardMaskGen
layer.deepcopy
self.PadToAspectRatio.super._draw_samples
recoverer.recover_from
noise_gen.draw_samples
size.generator.random_sample.astype
self._compute_height_width
cv2.perspectiveTransform
iaa.RegularGridVoronoi
example_augment_images_and_segmentation_maps
PIL_Image.fromarray
_get_context_method
self.Multiply.super.__init__
itertools.product
blur.MotionBlur
alpha_generator.draw_samples
queue_result.put
multiplier.np.array.reshape
kp.project_
np.average
self._invert_reduce_images_to_channels
ia.warn_deprecated
wn.astype
math.radians
PIL.ImageOps.equalize
self._transform_image_numpy
np.float32.image_hsv.astype.astype
_preprocess_shapes
_mark_moved_class_or_function
ImportError
self._replace_unaugmented_cells
img_np.setflags
yy.append
image.ravel
np.ones
scizoom
cls._generate_mask
Power
ax.imshow
noise_small_blur.astype
iaa.EdgeDetect
self._augment_hm_or_sm_by_samples
_warp_affine_arr
self.random_state.is_global_rng
generator.uniform
self.center.draw_samples
_prevent_zero_size_after_crop_trbl_
iap.Beta
aug.background.to_deterministic
iaa.RelativeRegularGridVoronoi
nb_requested.values.reshape
self.func_images
iaa.SnowflakesLayer
_MultiDestination
get_points_func
self.p.draw_samples
load_images
get_value_range_of_dtype
self.Fliplr.super.__init__
cv2.filter2D
lines.np.float32.np.round.astype
shapely.geometry.MultiPolygon
scipy.spatial.ConvexHull
size.scale.loc.random_state.normal.astype
self._handle_value_hue_arg
np.tile
ls_open.draw_points_on_image
samples_hue.astype
self._iter_items_backward
cls._resize_maps_single_list
self.smoothness.draw_samples
kpsoi.to_distance_maps
this.y_intercept_x
_generate_segmaps_description
iaa.UniformPointsSampler
DeprecationWarning
iaa.MultiplySaturation.augment_images
destination.on_batch
kpsoi.fill_from_xy_array_
values.np.clip.astype
self._augment_cbaois_as_keypoints
self._get_transformer
self.threshold.draw_sample
column.draw
hash
warn_deprecated
line.append
self.alpha_min.draw_sample
locals
meta.WithChannels
iap.Normal
RainLayer
tf.PiecewiseAffineTransform
self.is_partly_within_image
self._augment_line_strings_as_keypoints
fig.tight_layout
_add_elementwise_np_to_non_uint8
self._pool.join
extract.np.round.np.clip.astype
iaa.Jigsaw
iap.Binomial
iadt.promote_array_dtypes_
iaa.AddToHueAndSaturation.augment_images
seq_cv2_det.augment_keypoints
_equalize_no_pil_
color_points.np.array.astype
heatmap_cmapped.np.clip.astype
self.deepcopy.remove_out_of_image_fraction_
iaa.MultiplyHue.augment_images
_copy_generator_np117
sweep_line.handle
cv2.resize
self.values.tolist
cv2.Canny
np.meshgrid
sweep_line._sweep_to
iaa.Sequential
_crop_and_pad_hms_or_segmaps_
iap.RandomSign
size.get
self.GaussianBlur.super.__init__
cv2.setNumThreads
self.yy.np.round.astype
self._handle_value_saturation_arg
smgen.generate
cbaoi.fill_from_xy_array_
self.nb_cols.draw_samples
images_normalized.append
np.tanh
Sequential
seq_skimage.to_deterministic
random_state.shuffle
det.augment_images
test_heavy
iaa.CropToFixedSize
wraps
np.expand_dims
_validate
self.get_all_children
_generate_on_image_shapes_descr
rng.generate_seed_
table.transform_kelvins_to_rgb_multipliers
self.SpeckleNoise.super.__init__
self._to_deterministic
generate_seed_
join
self.get_batch
allowed_types.intersection
blend.AlphaElementwise
_EmbossMatrixGenerator
images_aug.append
self._draw_samples_hw
Dummy2
self._get_augmenter_active
iaa.BlendAlphaSegMapClassIds
extrapolate
enumerate
z
self.upscale_method.draw_samples
self.color_window_radius.draw_samples
images_kps_batch.append
result.extend
self._events_current_sweep.prev_key
self.generator.pareto
iap._wrap_leafs_of_param_in_prefetchers
in_range
image_warped.transpose
str
ia.flatten
cv2.warpAffine
heights.astype
self.queue_result.close
self._transform_image_cv2
matrix_gen.rotate
Choice
dst.min
img_np.astype
coords.to_xy_array
multicore.BackgroundAugmenter
self.pool.map_async
self.TranslateX.super.__init__
self.top.draw_samples
self.counts.draw_samples
self.EdgeDetect.super.__init__
example_withchannels
_compute_resized_shape
self.SomeColorsMaskGen.super.__init__
np.cumsum
_fliplr_sliced
load_batch
ids.append
self._generate_noise
self.alpha_multiplier.draw_sample
bounding_box.is_out_of_image
self._draw_mask
self.generator.beta
cls._compare
ia.angle_between_vectors
self.nb_rows.draw_samples
Dummy3
bg_augmenter.get_batch
self.generator.geometric
alpha.dtype.intensity.astype.alpha.alpha.dtype.image.astype.alpha.np.clip.astype
_multiply_elementwise_to_uint8_
_handle_on_image_shape
self._motion_blur
_create_output_buffer_left
self.RandAugment.super.__init__
aug.augment_images
iaa.Canny
self.value_saturation.draw_samples
self.draw_lines_on_image
ls_closed.draw_lines_on_image
alpha.astype
np.mean
KDTree
stack.append
self.IterativeNoiseAggregator.super.__init__
fig.gca
_subtract
self.pool.map
result.add
points_on_images_dropped.append
segment_voronoi
iap.FromLowerResolution
image_fg_mul.reshape
_AssertShapeKeypointsCheck
cv2.Laplacian
change_color_temperatures_
_saturate
np.random.set_state
pickle.dumps
force_np_float_dtype
self.AverageBlur.super.__init__
apply_jigsaw
polygons_on_images.deepcopy
get_global_rng.generator.seed
self.n.draw_samples
cls_single
points_kept_hypothesis.insert
cls._warp_coords
fname
heatmap_c_rs.np.squeeze.astype
self.remove_out_of_image_fraction_
bbsoi.to_polygons_on_image
cls._apply_to_cbaois_as_keypoints
tnorm.rvs
np.power
_blend_alpha_uint8_channelwise_alphas_
plt.close
batch_unnorm.fill_from_augmented_normalized_batch_
top.heights_f.np.round.astype
self._create_main_augmenters_list
_handle_order_arg
gmpy2.get_emax_max
self.SnowflakesLayer.super.__init__
ia.median_pool
self.start_at.draw_samples
_clear
regains_half.np.ceil.astype
all
self.WithBrightnessChannels.super.__init__
self.MotionBlur.super.__init__
self.n_rows_frac.draw_samples
size.scale.loc.random_state.laplace.astype
self.Pad.super.__init__
cls._handle_px_arg
aug_det.augment_keypoints
_Pool_worker
self.MultiplyAndAddToBrightness.super.__init__
generate_seeds_
np.isclose
ia.draw_grid
nlib.normalize_heatmaps
np.int32
self.speed.draw_sample
CloudLayer
self.to_line_string
cv2.normalize
_resizepad_to_size
fname.corruptions.getattr
self.RelativeRegularGridVoronoi.super.__init__
self.no_prefetching.super.__init__
ia.show_grid
self.UniformVoronoi.super.__init__
_seed_np116_
change_dtypes_
self.AffineCv2.super.__init__
np.fliplr
aug.copy_random_state_
_warp_affine_arr_cv2
cls._warp_arrays
b.astype
_warp_affine_arr_skimage
KeypointsOnImage
iaa.KMeansColorQuantization
callable
aug_det.augment_heatmaps
aug.to_deterministic
ls.draw_on_image
hasattr
Clip
quantize_uniform_to_n_bits_
self.fill_per_channel.draw_samples
coords_aug.append
blend_alpha_
self.ScaleX.super.__init__
self._generate_alpha_mask
np.linspace
sigma.x.np.array.skimage.filters.gaussian.astype
size.b.a.random_state.uniform.astype
self._augment_bbsoi_by_samples
_normalize_generator_np117_
image.PIL.Image.fromarray.cls.enhance
ia.is_np_scalar
install_requires.append
_advance_generator_np116_
self.FilterSmoothMore.super.__init__
np.rot90
_compute_distance_point_to_line
self.preprocessor
random_state.generate_seed_
np.arange
cv2.bilateralFilter
self.to_xy_array
_dict_to_size_tuple
output_buffer_left.acquire
self.color_true.draw_samples
self.insert
aug_det.augment_bounding_boxes
np.concatenate
labels_ctr.keys
augmentable.get_arr
self.main_worker_thread.start
np.atleast_3d
imagecorruptions.get_corruption_names
size_lib.CenterPadToMultiplesOf
_add_scalar_to_non_uint8
self.destination.receive
self.change_first_point_by_index
self.CloudLayer.super.__init__
size.keys
_DebugGrid
ia.is_single_integer
ia.Polygon
self.size_px.draw_samples
samples.paddings
corners.min
cv2.GaussianBlur
iap.handle_discrete_kernel_size_param
blendlib.blend_alpha
augs.augment_polygons
open
iaa.UniformVoronoi
_multiply_scalar_to_uint8_lut_
self.EnhanceBrightness.super.__init__
aug.augment_segmentation_maps
iaa.ChangeColorTemperature
self._apply_to_polygons_as_keypoints
image_rgb.astype
self.comment.rstrip
RandomSign
iadt.clip_to_dtype_value_range_
self.class_ids.draw_samples
_copy_generator_np116
obj.deepcopy
iaa.LogContrast
skimage.measure.block_reduce
worker.join
_compute_axis_value
round
imgaug.random.copy_generator_unless_global_generator
iadt.get_value_range_of_dtype
self._quantize
ia.is_iterable
cv2.pyrMeanShiftFiltering
_KelvinToRGBTable
load_batch_func
worker.terminate
self._events_current_sweep.key_slice
matrix_gen.invert_centerize
aug_rows.append
estimate_bounding_boxes_norm_type
self.RegularGridVoronoi.super.__init__
kpsoi_aug.on_
_wrap_leafs_of_param_in_prefetchers_recursive
name.source_augs_dict.random_state.is_global_rng
seq_cv2_det.augment_image
isect.append
self._generate_drop_ids_once
iaa.Superpixels
augmenters.append
self._assert_shapes_not_changed
ia.max_pool_
iaa.CoarseDropout
self.BlendAlphaMask.super.__init__
iadt.allow_only_uint8
decimal.getcontext
destination.receive
value_range
multipliers.astype
outputs_fg.propagation_hooks_ctx
bbsoi.to_xyxy_array
augm_utils.convert_cbaois_to_kpsois
iap.handle_continuous_param
ski_exposure.adjust_log
self.close
generator.noise2d
_check_value_range
blend.FrequencyNoiseAlpha
self.mul.draw_samples
self.is_fully_within_image
SimplexNoise
_DebugGridColumn
self.to_line_string.compute_out_of_image_fraction
nlib.normalize_polygons
iaa.GaussianBlur.iaa.Sometimes
data.astronaut
seq_cv2.to_deterministic
self.draw_on_image
self._augment_batch_
iaa.BlendAlphaMask
example_multicore_augmentation
cv2.warpPerspective
lss.append
self.coords_almost_equals
self._augment_arrays_by_samples
row_with_kps.append
imgaug.random.derive_generator_
source.get_all_children
self.BlendAlphaHorizontalLinearGradient.super.__init__
convolve_
self._handle_size_arg
self.augment_batch_
get_entities_func
SweepLine
self._queue_internal.get
_call_imgcorrupt_func
self.DefocusBlur.super.__init__
_estimate_polygons_and_line_segments_norm_type
ls.deepcopy
size.self.draw_samples.flatten
_compute_gaussian_blur_ksize
cv2.calcHist
random_state.set_state
keypoint.draw_on_image
result.np.clip.astype
iaa.CLAHE
self.AssertShape.super.__init__
_create_fully_random_generator_np117
self.generator.gamma
self.Rotate.super.__init__
factor.np.int32.sat.astype.np.clip.astype
self._apply_dropout_masks
self.replacement.draw_samples
self.threshold.draw_samples
self.iterations.draw_sample
labels_ctr.most_common
_PiecewiseAffineSamplingResult
estimate_heatmaps_norm_type
self.RandomSign.super.__init__
self.n_points.draw_samples
self.Divide.super.__init__
self._resize_maps
self.UniformColorQuantization.super.__init__
_replace_segments_numba_apply_avg_cols_
table.astype
example_visualize_augmented_images
len_squared_v2v2
_convert_var_to_shapely_geometry
iaa.RegularGridPointsSampler
nlib.normalize_line_strings
iaa.MotionBlur
_DebugGridBorderCell
result.draw
self.count_workers_alive
cls._invert_warp_cbaois_
self._blur
_assert_two_or_three_dims
clahe.apply
cls._upscale_to_256_alpha_bins
matrix_gen.scale
BoundingBoxesOnImage.from_xyxy_array
pillike.FilterBlur
c.columns.append
_contains_any_key
argparse.ArgumentParser
Node
ValueError
AssertionError
self._preprocess_colors
self.Discretize.super.__init__
np.maximum
multiply_scalar_
regains_half.np.floor.astype
self.CLAHE.super.__init__
shapes_orig.append
iarandom.get_global_rng
self.get_affine_parameters
self.strength.draw_sample
np.uint8.matrix.astype.rot.augment_image.astype
WithColorspace
nb_channels.arr.reshape.astype
self.to_colorspace.draw_samples
self.n_cols.draw_samples
pillike.EnhanceColor
np.mod
_assert_not_none
_AssertShapeImagesCheck
_QuantizeUniformLUTTable
self.CenterCropToMultiplesOf.super.__init__
arithmetic.Multiply
intb_applier.get_parameters
iaa.AllChannelsHistogramEqualization
samples.astype
command.replace
get_global_rng
size_tuple.append
is_iterable_of
self.deepcopy.subdivide_
multiprocessing.Process
ls.intersection
intersections_points.append
column.name.self.getattr
self._generate_quantize_uniform_table
self.draw_points_on_image
cbasoi.on_
iaa.Salt
medium_keypoints_one.deepcopy
self._generate_lut_table
self.PerspectiveTransform.super.__init__
y_shifted.flatten
random_state.poisson
ia.max_pool
np.dot
np.float32.hue_aug.np.mod.astype.astype
_validate_param
ia.imresize_single_image
iaa.Invert
FrequencyNoise
self.augment_images
bb.shift_
_set_context
val.astype
matrix._AffineMatrixGenerator.translate
iasize.pad_to_multiples_of
iaa.PadToFixedSize
intersections_points.extend
_advance_generator_np117_
kps_aug.draw_on_image
RNG
self.TranslateY.super.__init__
self.Pepper.super.__init__
cbaoi.clip_out_of_image_
_median_pool_cv2
self.HistogramEqualization.super.__init__
iarandom.get_global_rng.generate_seeds_
betas.ravel
value_range.np.clip.astype
example_simple_training_setting
self.Sometimes.super.__init__
self.AllChannelsHistogramEqualization.super.__init__
large_keypoints_one.deepcopy
cbasoi.shift_
right
self.TotalDropout.super.__init__
gmpy2.ieee
self.Snow.super.__init__
setattr
child.localize_random_state_
self._ImgcorruptAugmenterBase.super.__init__
samples.get_affine_parameters
_BatchInAugmentation
skimage.segmentation.slic
_AssertShapeSegmapCheck
get_global_rng.equals
self._extract_brightness_channels
_blur_gaussian_cv2
handle_discrete_param
self.CoarseSaltAndPepper.super.__init__
imageio.imwrite
rss.nb_images.self.value.draw_samples.astype
format
iaa.MultiplySaturation
imgaug.random.RNG
cv2.destroyWindow
self.generator.negative_binomial
rng.derive_rng_
self.find_augmenters_by_names
self._fix_polygon_is_line
self._SaveDebugImage.super.__init__
kp_neighborhood.np.round.astype
self.draw_samples
ax.set_title
self._extract_distance_matrix
multiprocessing.current_process
self._EnhanceBase.super.__init__
self.exterior_almost_equals
cbaoi.invert_to_keypoints_on_image_
dtypes.split
kwargs.keys
iaa.AddElementwise
contrast.GammaContrast
addendum.main_msg.rstrip.replace
BlendAlphaFrequencyNoise
np.round
tf.matrix_transform
self.lam.draw_sample
_multiply_scalar_to_uint8_cv2_mul_
self.Solarize.super.__init__
_assert_many_arrays_last_dim_exactly
defaultdict
self._cmp
c_long
ia.KeypointsOnImage
self.batch.apply_propagation_hooks_
self.copy.remove_out_of_image_
coords.astype
globals.get
_wrap_param_in_prefetchers
threading.Thread
DiscreteUniform
_AFFINE_MODE_SKIMAGE_TO_CV2.get
_get_generator_state_np117
self.labels.draw_samples
iap.toggled_prefetching
lut.lut.np.clip.astype
self.Affine.super._draw_samples
np.around
size.p.random_state.binomial.astype
w.h.np.array.hw_percents.astype
self.ElasticTransform.super.__init__
_handle_dropout_probability_param
ia.min_pool_
np.add
self.AutoPrefetcher.super.__getattribute__
self.get_children_lists
plt.show
_ConcavePolygonRecoverer
self._augment_image_by_samples
poly.is_out_of_image
_AssertShapeLineStringsCheck
random_state.advance_
derive_generators_
_create_images_column
gain.contrast.GammaContrast.augment_image
iaa.Sharpen
_derive_seed
quantize_uniform_to_n_bits
self.__repr__
iaa.UniformColorQuantization
dists.append
queue_internal.put
batch.deepcopy
_generate_sm_hm_description
_invert_uint8_
cbaoi.to_keypoints_on_image
matrix_gen.translate
solarize_
copy.deepcopy
hooks.is_activated
i.segment_add_points_sorted_overs.append
self.deepcopy
RandomColorsBinaryImageColorizer
iaa.Pad
table_all_nb_bins.np.round.np.clip.astype
self.FilterEmboss.super.__init__
main
cbasoi.draw_on_image
_find_edges_laplacian
image_hls.astype
RegularGridPointsSampler._clip_rows_and_cols
hooks.is_propagating
max_pool_
n_rows.astype
gate_noise_up.np.float32.noise.astype.np.clip.astype
self.squared.draw_samples
self.lightness_multiplier.draw_samples
self.derive_rngs_
HeatmapsOnImage
SnowflakesLayer
cv2.cartToPolar
_normalize_batch
aug_det.augment_segmentation_maps
self.kernel_size.draw_samples
skimage.filters.gaussian
iaa.RandAugment
nlib.invert_normalize_line_strings
corners.max
self.child.draw
kpsois.append
set
name.replace
add_scalar_
_InvertTablesSingleton.get_instance
table.np.round.np.clip.astype
np.percentile
np.random.SeedSequence
parser.parse_args
self.schedule.on_batch
sometimes
_add_borders
self.MultiplyHueAndSaturation.super.__init__
iaa.MultiplyElementwise
children.append
exterior_interp.append
self._assert_batches_is_list
np.ceil
arr_uint8.astype
bbsoi.on
self.activated.draw_sample
iaa.AddToHueAndSaturation
NotImplementedError
cls_oi
a.astype
change_dtype_
self.main_worker_thread.join
iarandom.seed
BlendAlpha
self.tables.get
self._get_in_range_func
rows_rendered.append
self.arr.astype
skimage.data.astronaut
self.PadToMultiplesOf.super._draw_samples
_convert_dtype_strs_to_types
average_colors.astype
math.sqrt
self._ibuffer_batch_loading
aug.children.to_deterministic
nlib.normalize_images
self.Equalize.super.__init__
find_packages
_project_size_changes
type
bb.extract_from_image
self.draw_lines_heatmap_array
example_very_complex_augmentation_pipeline
iaa.AlphaElementwise
pillike.Solarize
nlib.normalize_segmentation_maps
_generate_branch_outputs
VerticalLinearGradientMaskGen
self.propagator
len
dst.max
self.is_vertical
cv2.getPerspectiveTransform
Binomial
all_dropped_ids.append
np.logical_and
np.empty_like
self.CenterPadToPowersOf.super.__init__
random_state.generate_seeds_
iap.Poisson
increase_itemsize_of_dtype
seq_det
iaa.AffineCv2
self.copy.clip_out_of_image_
clip_augmented_images_
dot_v2v2
_find_duplicates
self.PadToFixedSize.super.__init__
self.below
self._handle_px_and_percent_args
self.intensity_mean.draw_sample
self.WithColorspace.super.__init__
traceback.print_exc
self.AllChannelsCLAHE.super.__init__
self.value_hue.draw_samples
self.EnhanceColor.super.__init__
self._queue_internal.close
iaa.Resize.augment_images
self.interpolation.draw_samples
_apply_glass_blur_imgaug_loop
self.generator.lognormal
is_iterable
iap.Add
kps.append
print
bbs_aug_cv2.draw_on_image
np.histogram
aug.then_list.to_deterministic
self.sparsity.draw_sample
self.Power.super.__init__
samples.copy
batch.invert_subselect_rows_by_indices_
example_augment_images_and_heatmaps
self._convert_p_drop_to_inverted_mask_param
nlib.invert_normalize_segmentation_maps
max
np.floor
iaa.FrequencyNoiseAlpha
self.factor.draw_samples
compute_croppings_to_reach_multiples_of
run
iap.IterativeNoiseAggregator
seq_skimage_det.augment_keypoints
iaa.MedianBlur
iap.DiscreteUniform
source_aug.random_state.copy
iaa.CoarsePepper
image_edges.image.np.round.np.clip.astype
_equalize_pil_
max_value.min_value.rect.np.clip.astype
bb.is_partly_within_image
color_lines.np.array.astype
alpha.reshape
self.compute_out_of_image_area
resize_func
_assert_exactly_n_shapes_partial
self.queue.full
result_pf.append
compute_paddings_to_reach_multiples_of
kpsoi_i.on_
PIL_ImageFont.truetype
matrices.append
Laplace
self._blend
bbsoi.draw_on_image
Deterministic
self.n_segments.draw_samples
self._events_current_sweep.succ_key
self.size_percent.draw_samples
self.SaltAndPepper.super.__init__
param.draw_distribution_graph
iap.Choice
get_minimal_dtype
timeit.repeat
small_keypoints_one.deepcopy
advance_generator_
self._pool_image
RegularGridMaskGen
self._get_n
batch.propagation_hooks_ctx
self.n_rows.draw_samples
self.Resize.super.__init__
_assert_is_of_norm_type
cv2.convertMaps
Absolute
iaa.Fog
random_state.permutation
self.generator.noncentral_chisquare
self._handle_value_arg
self.GlassBlur.super.__init__
augms_resized.append
functools.partial
grid.astype
normalize_shape
self._ContrastFuncWrapper.super.__init__
poly.subdivide_
np.abs
skimage.draw.line
self.Saturate.super.__init__
value.np.array.reshape
self.above
ia.HeatmapsOnImage
self.generator.standard_gamma
self.beta.draw_sample
augs.augment_image
ia.LineString
sm.xrange
self.alpha.draw_sample
self.edge_prevalence.draw_samples
self.PoolWithMarkedWorker.super.__init__
self.CropToFixedSize.super.__init__
self.interpolation_segmaps.draw_samples
Resize
self.get_parameters
cv2.namedWindow
tf.SimilarityTransform
invert_
_gate_dtypes
isect_polygon_impl
_AffineSamplingResult
Polygon
utils.copy_augmentables
point.shapely.geometry.Point.distance
random_state.get_state
self.PiecewiseAffine.super.__init__
self.find_intersections_with
left.widths_f.np.round.astype
self.xy.np.round.astype
handle_children_list
find_first_nonempty
self.draw_mask
self._blend_coordinates
icb_applier.get_parameters
is_generator_equal_to
batch_kps.append
self.interpolation_heatmaps.draw_samples
normalize_dtypes
blurer.augment_image
Positive
self.DirectedEdgeDetect.super.__init__
_DirectedEdgeDetectMatrixGenerator
param.__str__
self.CenterCropToPowersOf.super.__init__
blurer
BoundingBoxesOnImage
multiprocessing.get_context
coords_bg.to_xy_array
keypoints_draw_on_image
self.generator.logseries
self.to_xyxy_array
self.CoarsePepper.super.__init__
iarandom.temporary_numpy_seed
float
ia.KeypointsOnImage.from_distance_maps
quantize_kmeans
self._handle_interpolation_arg
ia.BoundingBox
psoi.on
addendum.main_msg.rstrip
self.compute_pointwise_distances
self._create_initial_augmenters_list
Sigmoid
self.a.draw_sample
cv2.setRNGSeed
self.Sigmoid.super.__init__
np.logical_or
self.points_sampler.sample_points
x2.x1.y2.y1.image.astype
iaa.Flipud
_get_context.cpu_count
np.exp
Poisson
self._expand_transform
ia.quokka_square
node.free
self.generator.binomial
np.cos
self.value.draw_samples
aug.copy
iarandom.get_global_rng.generate_seed_
test_fast
ia.warn
Exception
pool
self.KeepSizeByResize.super.__init__
iaa.Voronoi
self.mode.draw_samples
self.val.draw_sample
n_cols.astype
self.queue_source.get
sizelib._handle_position_parameter
direction1.y.direction0.x.points_map.append
self.generator.bytes
time.time_ns
self.generator.zipf
aug_inv.augment_image
self.CropToPowersOf.super._draw_samples
self.generator.power
self.queue.close
imagewise_channels_to_drop.append
segmap.resize
_AFFINE_INTERPOLATION_ORDER_SKIMAGE_TO_CV2.get
kps_aug_skimage.draw_on_image
arrays_inv.append
self.generator.noncentral_f
self.deepcopy.extend_
np.delete
recursive_validate
segmaps_drawn.append
_blend_alpha_uint8_single_alpha_
self._generate_point_grids
test_fast_imap
_crop_and_pad_kpsoi_
self.mask_generator.draw_masks
example_using_augmenters_only_once
noned_info.append
alphas.astype
self._get_distance_matrix_cached
poly.clip_out_of_image
self.to_xyxy_array.reshape
kwargs.get
_handle_pad_mode_param
self.Crop.super.__init__
iaa.pad
columns.extend
np.log2
self._handle_mode_arg
Uniform
self.Frost.super.__init__
np.array
self.is_global_rng
self.CenterPadToFixedSize.super.__init__
_convert_seed_to_generator_np117
imgaug.random.derive_generators_
_apply_enhance_func
random_state.random
ia.PolygonsOnImage
angles.add
example_augment_images_and_linestrings
plt.get_cmap
self._draw_samples
self.update
edges_f.np.round.np.clip.astype
self.func_bounding_boxes
_get_context.Semaphore
np.copy
self.Augmenter.super.__init__
np.prod
self.MedianPooling.super.__init__
rss.uniform
aug.augment_keypoints
cv2.warpPolar
pillike.Posterize
ls.subdivide
contrast_lib.LinearContrast
Divide
iadt.increase_array_resolutions_
pillike.EnhanceBrightness
sweep_line.get_intersections
counters.reshape
overflow
image_warped.append
ia.is_single_bool
image_add.reshape
images_hs.append
self.GaussianNoise.super.__init__
image_fg.astype
np.dstack
self.nb_iterations.draw_samples
_compute_shape_after_pooling
_derive_generators_np117_
translate_percent.get
ia.apply_lut
invert_convert_cbaois_to_kpsois_
AutoPrefetcher
aug.get_all_children
iaa.ElasticTransformation
other.to_line_string
self.get_value
self.Canny.super.__init__
_int_parameter
_PerspectiveTransformSamplingResult
self.Beta.super.__init__
self._augment_hms_and_segmaps_by_samples
np.matmul
load_batches
self.join_signal.set
self.ElasticTransform.super._augment_batch_
self.Identity.super.__init__
self.aggregation_method.draw_sample
self._handle_order_arg
plt.subplots
table_class.get_instance
iaa.MultiplyHue
change_colorspace_
cls.warpPolarCoords
img.astype
polyfill_integers
self.StochasticParameterMaskGen.super.__init__
self.draw_box_on_image
arr.np.argmax.astype
batches.append
iaa.SomeColorsMaskGen
_float_parameter
pool.imap_batches
e.type.existing.append
self.FilterSharpen.super.__init__
set_to_none.append
np.absolute
images_aug.extend
attrgetter
keypoints_on_image.deepcopy
self.MedianBlur.super.__init__
blur.blur_gaussian_
self.remove_augmenters_
self.intersections.items
colorlib.posterize
cv2.merge
size.self.generator.standard_normal.astype
self._calculate_crop_amounts
DropoutPointsSampler
np.arccos
iaa.Cartoon
self.intersection
self.children.augment_batch_
self.CenterCropToFixedSize.super.__init__
Weibull
heatmaps.draw_on_image
_create_segmap_columns
_invert_uint8_lut_pregenerated_
self.method.draw_samples
self.scale.draw_samples
that.y_intercept_x
coords_inv.append
poly_shapely.intersection
seq_det.augment_keypoints
self.queue.offer
np.divide
iap.Sigmoid.create_for_noise
aug.__str__
cls._warp_shape_tuples
self.to_shapely_polygon
self.terminate
arr_reduced.astype
bb.deepcopy
self._get_shapes
self.xx.np.round.astype
self.AddToSaturation.super.__init__
self.generator.wald
iter
polygon.label.endswith
image_aug.np.clip.astype
reversed
change_colorspaces_
cls._generate_point_grid
self.func
augseq.augment_batch_
SegMapClassIdsMaskGen
nlib.invert_normalize_keypoints
self.d.draw_samples
gate_noise.draw_samples
warnings.filterwarnings
self.get_pointwise_inside_image_mask
cv2.dilate
values.flatten
noise.augment_image
iaa.BlendAlphaSomeColors
self.bottom.draw_samples
x_shifted.flatten
skimage.draw.polygon
get_generator_state
self.generator.choice
param_i.draw_distribution_graph
recover_psois_
pillike.Affine
self._augment_lsoi_by_samples
np.float32
seq.to_deterministic
coords_fg.to_xy_array
self.Noop.super.__init__
tree.query
mask.astype
rgb_multipliers.reshape
importlib.import_module
AllChannelsCLAHE
self.EnhanceContrast.super.__init__
np.hstack
polygon.find_closest_point_index
np.random.randint
np.full
self.AddToBrightness.super.__init__
psoi.deepcopy
_invert_normalize_polygons_and_line_strings
np.asarray
_reset_generator_cache_np116_
self.events_scan.pop_min
self.order.draw_samples
data.camera
_generate_images_description
self.is_out_of_image
polygon.to_bounding_box
self.iter_items
samples.to_matrix
imgaug.random.normalize_generator_
self.blur_sigma_fraction.draw_sample
_floor
images_change_cs_indices.append
cls._blend_by_sum
seed_seq.spawn
quantized_flat.reshape
self.OneOf.super.__init__
ski_exposure.adjust_sigmoid
cv2.resizeWindow
pad
_add_elementwise_np_to_uint8
destinations.append
OpenSimplex
to_remove.append
convert_seed_sequence_to_generator
copy_module.copy
self.FilterEdgeEnhanceMore.super.__init__
w.np.arange.astype
_split_1d_array_to_list
self.UniformColorQuantizationToNBits.super.__init__
_get_context.Pool
self._get_augmenter_order
self.generator.chisquare
clip_
_assert_within_bounds
self.CenterCropToSquare.super.__init__
iap.Clip
Keypoint
attr_name.endswith
compute_croppings_to_reach_powers_of
seq_skimage_det.augment_bounding_boxes
ia.quokka_heatmap
pillike.EnhanceContrast
seq_cv2_det.copy_random_state_
kps.draw_on_image
self.Rot90.super.__init__
np.random.seed
self.to_uint8
self.func_polygons
imgaug.random.RNG.create_pseudo_random_
random_state.integers
self.PadToAspectRatio.super.__init__
self.generator.vonmises
cs_inv.augment_image
self._calculate_paddings
self.Emboss.super.__init__
aug.foreground.to_deterministic
self.all_channel_clahe._augment_batch_
Dummy1
np.unravel_index
iaa.AddToSaturation.augment_images
batch_orig.fill_from_augmented_normalized_batch
self.Dropout.super.__init__
_copy
self.Snowflakes.super.__init__
self.SigmoidContrast.super.__init__
np.roll
_multiply_scalar_to_non_uint8
self.events_scan.setdefault
np.promote_types
seed.iarandom.RNG.create_if_not_rng_.derive_rngs_
Beta
ia.draw_text
_is_identity_matrix
_reset_generator_cache_np117_
aug_det.augment_image
_generate_pixel_coords
cls._handle_percent_arg
iaa.BilateralBlur
ia.deprecated
cls._rotate_alpha_bins
iap.ForceSign
warnings.catch_warnings
arithmetic.invert
self.above_all
_create_cbasois_column
self.standard_normal
_warp_affine_coords
self.deepcopy.shift_
self.to_bounding_box
self.sigma_space.draw_samples
self.CenterPadToSquare.super.__init__
_nonempty_info_to_type_str
self.prev_item
iaa.Cutout
self.AdditiveGaussianNoise.super.__init__
object
ia.BoundingBoxesOnImage
self.CoarseDropout.super.__init__
self.Cutout.super.__init__
kps_aug_cv2.draw_on_image
np.zeros_like
self.flake_size.draw_sample
widths.astype
iaa.CropAndPad
os.path.join
_cvt
_FolderImageDestination
iap.SimplexNoise
self._images_to_hsv_
Polygon.from_shapely
self.AddToHueAndSaturation.super.__init__
_InvertTablesSingleton.get_instance.get_table
flip.Fliplr
_LabelOnImageDrawer
iaa.WithChannels
iaa.Multiply
dict
self.to_line_string.coords_almost_equals
ia.imshow
ia.compute_geometric_median
fig.savefig
PIL.Image.fromarray
_ensure_image_max_size
self.MultiplyHue.super.__init__
_autocontrast_pil
self.Clip.super.__init__
size.shape.self.generator.standard_gamma.astype
lines.append
arr.reshape
arithmetic.Salt
ia.data.quokka
segmap_i.get_arr
seq
arrays.append
_enhance_parameter
_reseed_global_local
stats.get_channels_max
old_polygon.deepcopy
equalize_
self.BlendAlphaSegMapClassIds.super.__init__
yy.ravel
self.left.draw_samples
AssertShape._check_shapes
cv2.remap
self._pool.close
self.segmentation_size.draw_samples
iap.Uniform
queue_source.get
ax.bar
self.exponent.draw_sample
cls._blend_by_max
self.BlendAlphaFrequencyNoise.super.__init__
iaa.Rain
self._augment_images_by_samples
self.copy
foo
iabase._warn_on_suspicious_multi_image_shapes
stats.get_channels_min
np.linalg.inv
coords.np.array.astype
aug
cbaois.to_keypoints_on_image
_InvertSamples
_DebugGridTextCell
_crop_and_pad_arr
add_elementwise
_create_line
self.sobel_kernel_size.draw_samples
iaa.PerspectiveTransform
cs.augment_image
self.augment
self.Deterministic.super.__init__
sizelib.pad
np.log
normalize_imglike_shape
name.source_augs_dict.random_state.copy
noise.astype
heatmaps_aug.draw_on_image
iadt.get_minimal_dtype
self.ZoomBlur.super.__init__
np.subtract
result.astype
iap.Deterministic
_prevent_zero_size_after_crop_
self.activator
keypoints_on_image.to_xy_array
tf.warp
self._BORDER_MODE_STR_TO_INT.items
self._flip
pillike.Equalize
shapely.geometry.MultiLineString
tuple
Event
grids.append
_copy_optional
_suppress_edge_blobs
self.values.astype
deepcopy_fast
imgaug.random.advance_generator_
inspect.getargspec
aug_blur.augment_images
_CutoutSamples
self.func_line_strings
rotation_deg.np.round.astype
psoi.subdivide_
iaa.Clouds
v.strip
old_bit_gen.__class__
iadt._convert_dtype_strs_to_types
edges.astype
shifted.on_
self._is_polygon_line
_get_column_names
self.high.draw_sample
cls._warp_cbaois_
mask.PIL.Image.fromarray.convert
grid.append
iap.handle_categorical_string_param
image.np.clip.astype
drawer.draw_on_image
to_shape_computed.append
bb.is_out_of_image
multiprocessing.Queue
np.sum
PIL_ImageDraw.Draw
RegularGridPointsSampler
iaa.AddToSaturation
to_grid
iasize.pad
_replace_segments_numba_collect_avg_colors
warp_affine
cls._invert_resize_maps_single_list
ix.np.clip.astype
self._prefetch
np.random.RandomState
keypoint.shift_
nlib.normalize_bounding_boxes
cls._generate_pixelwise_alpha_mask
_match_pixels_with_voronoi_cells
_ListOfArraysStats
image.np.average.astype
_wrap_leafs_of_param_in_prefetchers
self._iter_items
fig.canvas.set_window_title
times.append
iaa.AdditiveLaplaceNoise
images_row.append
platform.system
translate_px.get
self.CropToSquare.super.__init__
self.EnhanceSharpness.super.__init__
meta.estimate_max_number_of_channels
Pool._WORKER_AUGSEQ.localize_random_state_
rs_copy.set_state
np.rad2deg
alphas.ravel
_normalize_polygons_and_line_strings
iaa.OneOf
super
list.__init__
augmenter_index.self.augment_batch_
iadt.clip_
segmap.draw
estimate_normalization_type
_normalize_shift_args
self.compute_distance
iadt.copy_dtypes_for_restore
_convert_points_to_shapely_line_string
augmentable_i.resize
image_pil.filter
self.BlendAlphaSomeColors.super.__init__
_crop_trbl_to_xyxy
iaa.MeanShiftBlur
random_state.weibull
self.PadToMultiplesOf.super.__init__
_convert_gate_dtype_strs_to_types
iaa.JpegCompression
iaa.Lambda
pickle.loads
self.MultiplySaturation.super.__init__
self._augment_bounding_boxes_as_keypoints
self.p_replace.draw_samples
self.scale.draw_sample
points.append
iaa.quantize_kmeans
iaa.ChannelShuffle
cv2.idft
augmenter.to_deterministic
xyxy.reshape
augmenter.copy
rows.append
cv2.LUT
idx.segments_add_points.append
augm_utils.invert_convert_cbaois_to_kpsois_
np.dtype
_assert_many_arrays_ndim
iaa.Sometimes
self.Affine.super.__init__
self.BlendAlphaCheckerboard.super.__init__
np.broadcast_to
self.MultiplyBrightness.super.__init__
self.angle.draw_sample
self.Binomial.super.__init__
np.where
self.colorizer.colorize
self._compute_bg_corner_coords
xx.append
shear.get
padder.augment_batch_
multiply_elementwise_
iap.Divide
M.N.iaa.RandAugment
np.random.Generator
self._queue_internal.join_thread
nlib.normalize_keypoints
batch.get_rowwise_shapes
iaa.LinearContrast
xyxy_array.astype
drawer.draw_on_image_
augs.append
self.filename_pattern.format
self.Grayscale.super.__init__
self.BlendAlphaSimplexNoise.super.__init__
self._do_raise_if_out_of_image
self._invert_extract_brightness_channels
_maybe_deterministic_ctx
nb_sample_classes.draw_samples
arrs_aug.append
right.widths_f.np.round.astype
size.a.random_state.weibull.astype
self.Convolve.super.__init__
line_point_factor_v2
np.float32.samples_hue.astype.astype
list
paddings_np.append
random_state.choice
_threshold
cv2.add
self._ensure_max_size
_augment_small_4
self.alpha.draw_samples
cv2.addWeighted
self.ChangeColorspace.super.__init__
self.sigma_color.draw_samples
_ElasticTransformationSamplingResult
self._clip_rows_and_cols
self.Affine.super._augment_batch_
self._subsample
TypeError
maps_aug.append
self.fill_mode.draw_samples
np.argmax
self.Salt.super.__init__
pillike.Autocontrast
_add_scalar_to_uint8_
aug_kps.extend
cv2.waitKey
arithmetic.invert_
_to_deterministic
np.finfo
self.Spatter.super.__init__
globals
self.generator.laplace
self.k.draw_sample
nb_sample_labels.draw_samples
iaa.CoarseSaltAndPepper
itertools.chain
self.func_keypoints
cv2.createCLAHE
i.samples.append
self.__dict__.items
item.compute_out_of_image_fraction
class_name_new.module.getattr
self.BilateralBlur.super.__init__
self.intensity_channel_based_applier.apply
hthresh.draw_samples
convert_cbaois_to_kpsois
Normal
_verify_sample_points_images
func_uint8
cv2.imshow
self.right.draw_samples
aug.draw_grid
ia.is_string
os.path.dirname
value.draw_sample
self.other_param.draw_samples
shapely.geometry.Point
invert_normalize_images
self.copy.remove_out_of_image_fraction_
iarandom.RNG
self.BlendAlpha.super.__init__
self.items
hms_aug_i.draw_on_image
get_global_rng.derive_rng_
augmentable.deepcopy
self.TruncatedNormal.super.__init__
size.lam.random_state.poisson.astype
self.Jigsaw.super.__init__
mul.astype
draw_grid
rs.randint
index.self.augment_batch_
Discretize
imresize_many_images
np.dsplit
image_f32.np.clip.astype
iaa.Resize
queue.poll
rngs.duplicate
self.FilterFindEdges.super.__init__
_set_generator_state_np116_
jitter_by_image.append
replace_elementwise_
aug_cv2.augment_images
_invert_by_distance
_AugmentableColumn
self.intersections.pop
self._reduce_images_to_channels
iaa.AdditiveGaussianNoise
_join_description_strs
arithmetic.Cutout
iaa.GaussianBlur
iaa.FastSnowyLandscape
alpha.item
self.AddToHue.super.__init__
matrix.estimate
augseq.pool
self._handle_arg_n
map
generator.integers
self.AssertLambda.super.__init__
self._augment_psoi_by_samples
arr.astype
draw_distributions_grid
_convert_dtype_strs_to_types_cached
np.repeat
self.color_false.draw_samples
self.generator.multivariate_normal
aug.seed_
_default
np.random.random.astype
self.CropToMultiplesOf.super.__init__
self.BlendAlphaElementwise.super.__init__
points_interp.append
bb.to_polygon
clazz
pool.map_batches
inspect.getfullargspec
self.random
self.generator.f
Subtract
Real
np.random.SFC64
_assert_single_array_ndim
imageio.imread
_fliplr_cv2
_IntensityChannelBasedApplier
self.SimplexNoise.super.__init__
ia.Keypoint
self.fill_from_xyxy_array_
Identity
HeatmapsOnImage.from_0to1
_EdgeDetectMatrixGenerator
image_bg.astype
source_aug.random_state.is_global_rng
iaa.SaltAndPepper
np.transpose
self._augment_kpsoi_by_samples
labels_most_common.append
_remove_out_of_image_fraction_
iaa.AdditivePoissonNoise
self.draw_points_heatmap_array
re.split
self.upscale_method.draw_sample
self.df.draw_sample
get_install_requirements
iaa.SigmoidContrast
example_augment_images_and_keypoints
Multiply
_DTYPE_STR_TO_DTYPES_CACHE.get
blur_mean_shift_
iap.Multiply
bbs_aug_skimage.draw_on_image
iaa.AddToHue
self.deepcopy.project_
self.remove
BlendAlphaElementwise
self.BlendAlphaBoundingBoxes.super.__init__
dts_not_explicitly_allowed.intersection
_augment_small_2
ids_of_nearest_cells.reshape
self.WithPolarWarping.super.__init__
self.CoarseSalt.super.__init__
self.RemoveCBAsByOutOfImageFraction.super.__init__
result.np.round.np.clip.astype
self._insert_intersection_points
self.min_key
self.FromLowerResolution.super.__init__
RegularGridMaskGen.generate_mask
self._handle_fill_mode_param
_DebugGridImageCell
rss.nb_images.self.value_hue.draw_samples.astype
_is_generator_equal_to_np117
_create_heatmaps_columns
self.CenterCropToAspectRatio.super.__init__
augseq.seed_
shapes_imgs_orig.append
LineStringsOnImage
_crop_arr_
copylib.deepcopy
ia.data.quokka_segmentation_map
self.generator.rayleigh
self.Lambda.super.__init__
self._assert_lengths_not_changed
slope_v2v2
intensity_local_offset.draw_samples
result.append
seq.augment_images
self.k.draw_samples
self.CenterPadToAspectRatio.super.__init__
both_np_float_if_one_is_float
self.Sharpen.super.__init__
segmaps_aug.draw_on_image
polyfill_random
self.Uniform.super.__init__
iaa_geometric.Affine
self.MaxPooling.super.__init__
context.text
item.project_
BoundingBox
self.succ_item
self.max_value.draw_samples
HorizontalLinearGradientMaskGen
self._mul
pts.sum
SomeColorsMaskGen
image_aug.astype
self.FilterSmooth.super.__init__
self.ChiSquare.super.__init__
fliplr
self.lightness.draw_sample
outputs_fg.deepcopy
distances.append
_default_to
iaa.TotalDropout
pairs.append
example_probability_distributions_as_parameters
self.end_at.draw_samples
self._oversample_intersection_points
plt.figure
iarandom.RNG.create_if_not_rng_
arithmetic.Add
self.shear.draw_samples
histo.nonzero
worker.start
int
iaa.GammaContrast
np.unique
iaa.WithColorspace
platform.version
remapped_flat.reshape
_is_generator_equal_to_np116
Batch
bottom.heights_f.np.round.astype
floor
sizelib.Crop
self._split_chunks
iaa.Solarize
self.size.draw_samples
self.flake_size_uniformity.draw_sample
ia.imresize_many_images
iaa.PiecewiseAffine
self.offer
self.CropAndPad.super.__init__
re.match
cv2.kmeans
generator.randint
_EveryNBatchesSchedule
ElasticTransformationScipy
regains.astype
flatten
handle_param
np.argmin
xy.reshape
self.find_augmenters
blend.Alpha
self.AdditiveLaplaceNoise.super.__init__
self.Add.super.__init__
max_value.min_value.array.np.clip.astype
events_for_point.add
self.Normal.super.__init__
tbl_indices_ceiled.astype
self.Flipud.super.__init__
isect_seg_seg_v2_point
ia.is_generator
cutout_
iaa.AverageBlur
candidates.append
self.deepcopy.remove_out_of_image_
self.generator.poisson
np.pad
iaa.MultiplyAndAddToBrightness
table_class.get_instance.get_for_nb_bins
reset_generator_cache_
diffs.append
batch.to_normalized_batch
pixel_coords.astype
iadt.restore_dtypes_
cbaoi.remove_out_of_image_fraction_
np.multiply
iaa.Resize.show_grid
cv2.medianBlur
interpolate_point_pair
self.seed_
matrix_gen.centerize
size.self.generator.standard_exponential.astype
self.BlendAlphaVerticalLinearGradient.super.__init__
abs
self.FastSnowyLandscape.super.__init__
heatmaps_drawn.append
self.is_empty
np.nonzero
hue_aug.np.mod.astype
_get_context
color_lib.change_colorspaces_
seed.size.tnorm.rvs.astype
ndimage.interpolation.map_coordinates
arr_0to255.astype
gmpy2.set_context
BoundingBoxesMaskGen
self.create_table
warnings.warn
random_state.uniform
random_state.derive_rng_
arithmetic.Invert
self._binarize_mask
_generate_cbasois_description
iaa.AddToHue.augment_images
seq_det.augment_image
arrays_warped.append
BlendAlphaSimplexNoise
functools.wraps
iaa.RandomColorsBinaryImageColorizer
range
_generate_heatmaps_description
self.RemoveSaturation.super.__init__
self._FilterBase.super.__init__
self.batch.invert_apply_propagation_hooks_
self._hs_to_images_
warn
compute_paddings_to_reach_aspect_ratio
KeyError
self.MeanShiftBlur.super.__init__
multiprocessing.Event
meta.Identity
coords_warped.append
self.cval.draw_samples
ia.HooksImages
_flatten_shapely_collection
iaa.generate_jigsaw_destinations
h.np.arange.astype
output_buffer_left.release
_compute_shape_after_crop_and_pad
self.uniform
_prevent_zero_sizes_after_crops_
handle_probability_param
np.sin
_blur_gaussian_scipy_
self.draw
iap.Laplace
check_alternative_installation
self.draw_label_on_image
rgb_multiplier_hwc.np.float32.image_rgb.astype.np.round.astype
aug.augment_heatmaps
cv2.flip
self.val.draw_samples
random_state.laplace
_multiply_elementwise_to_non_uint8
self._remove_consecutive_duplicate_points
batch_images.append
iaa.DropoutPointsSampler
self.WithHueAndSaturation.super.__init__
_int_r
polygons_reordered.append
LineString
self._apply_to_cbaois_as_keypoints
self.p_drop.draw_samples
_merge_channels
kps_i.to_xy_array
_AffineMatrixGenerator
sweep_line.get_intersections_with_segments
ls.clip_out_of_image
kpsoi.on
self.draw_on_image_
_handle_mode_arg
self.all_sides.draw_samples
self.integers
colorlib.change_colorspace_
f.seek
iap.handle_discrete_param
_convert_seed_to_generator_np116
example_visualize_augmented_non_image_data
self._generate_intensity_map_coarse
self.pad_mode.draw_samples
blur_lib.blur_gaussian_
matrix.astype
iasize.pad_to_aspect_ratio
self.p.draw_sample
self.per_channel.draw_samples
self.queue.join_thread
self._convert_relative_coords_to_absolute
kpsoi.on_
self.queue.get
estimate_ntype_func
_quokka_normalize_extract
self.generator.dirichlet
convert_iterable_to_string_of_types
self._events_current_sweep.insert
sat_aug.iadt.clip_.astype
self.invert_above_threshold.draw_samples
labels.flatten
self.LinearContrast.super.__init__
self._keep_size_maps
self.ClipCBAsToImagePlanes.super.__init__
self._generate_intersection_points
self.ShearY.super.__init__
self._smoothen_
self.Autocontrast.super.__init__
output_shape.tolist
image_pil.save
polygons.append
StochasticParameterMaskGen
image_hsv.astype
ia.apply_lut_
np.deg2rad
ElasticTransformationCv2
_blend_alpha_uint8_elementwise_
Add
np.float128
augmenter.random_state.derive_rng_
COMMANDS_VERTICAL_FLIPS.append
self.loc.draw_sample
cmap_func
apply_jigsaw_to_coords
kps.on
normalize_dtype
augmenter.background.augment_batch_
self.queue_result.get
bbs_aug.draw_on_image
self.min_item
Negative
shapely.geometry.Polygon
random_state.beta
self.Absolute.super.__init__
AllChannelsHistogramEqualization
mapping_mode_np_to_cv2.get
self._create_distance_matrix
self.deepcopy.on_
six.add_metaclass
set_generator_state_
sub_v2v2
self._AbstractColorQuantization.super.__init__
ls.is_out_of_image
_CSPACE_TO_CHANNEL_ID.keys
self.sigma.draw_samples
parser.add_argument
image_bg.ravel
interpolate_points
kpsoi.draw_on_image
self.generator.weibull
collections.Counter
self._order_points
np.vstack
poly.deepcopy
augseq.augment_batches
seq_cv2_det.augment_bounding_boxes
self.WithChannels.super.__init__
_AssertShapeBoundingBoxesCheck
scipy.spatial.distance.euclidean
self.clip_limit.draw_samples
intensity.astype
_autocontrast_no_pil
self.ShotNoise.super.__init__
cval_type
_pool_dispatcher_
ia.do_assert
rss.nb_images.self.value_saturation.draw_samples.astype
self.RainLayer.super.__init__
self._AbstractPoolingBase.super.__init__
self.generator.hypergeometric
outputs_bg.deepcopy
iap.Discretize
pillike.EnhanceSharpness
subluts.append
size.df.random_state.chisquare.astype
_make_line
np.sqrt
setup
_DebugGridCBAsOICell
Augmenter.__init__
self.generate_maps
os.path.isdir
kps_aug_one.draw_on_image
self._handle_batch_ids
self.severity.draw_samples
min
_handle_sizeval
join_signal.is_set
_set_generator_state_np117_
tpl_name.parent_iters.join.lstrip
self.spatial_window_radius.draw_samples
self.Pixelate.super.__init__
self.all_channel_histogram_equalization._augment_batch_
compute_paddings_to_reach_powers_of
self._check_intersection
_affine
iaa.ImpulseNoise
augmenter_index.augmenter_active.nonzero
cls._invert_warp_coords
imgaug.random.seed
RBTree.is_red
iadt.gate_dtypes_strs
_add_text_cell
self.compute_neighbour_distances
cls._invert_warp_arrays
self.all_finished
self.nb_bins.draw_samples
self.handle_event
self.kelvin.draw_samples
getattr
_handle_position_parameter
_add_elementwise_cv2_to_uint8
param.__dict__.items
_assert_arg_is_stoch_param
self._resize_overlay
self.min_value.draw_samples
self.Superpixels.super.__init__
self.generator.shuffle
self.ChangeColorTemperature.super.__init__
param.draw_samples
self.rotation_deg.draw_samples
UniformPointsSampler
i.row_kps.draw_on_image
self._invert_convert_bbs_to_polygons_
psoi.polygons.extend
id
values_uq.update
self.cbasoi.deepcopy
self.grid._draw_samples
other_subd.compute_pointwise_distances
np.linalg.norm
estimate_segmaps_norm_type
self._mul_alpha
self.MultiplyElementwise.super.__init__
iaa.MultiplyHueAndSaturation
np.ascontiguousarray
np.empty
self._IntensityChannelBasedApplier.super.__init__
image_fg.ravel
self.generator.permutation
self._augment_polygons_as_keypoints
aug.remove_augmenters_
cv2.copyMakeBorder
self.to_deterministic
self.PadToSquare.super.__init__
points_tuples.append
cs._draw_samples
iap.FrequencyNoise
samples.to_matrix_cba
self.b.draw_sample
tbl_indices_floored.astype
_unnormalize_batch
ia.quokka_keypoints
meta.Sequential
rs.rand
sat.astype
RBTree.jsw_double
reinsert_stack.pop
psoi.draw_on_image
area_i.dy_i.reshape
_get_dst
mode_samples.astype
noise_0to1.astype
iaa.Affine
restore_dtype_and_merge
imgaug.random.get_global_rng
cls
PIL.ImageOps.posterize
_create_fully_random_generator_np116
any
alternative_requires.get
isinstance
self.get_arr
hms.draw_on_image
self._gate
color_bg.reshape
batch.subselect_rows_by_indices
bbsois.append
ia.KeypointsOnImage.from_xy_array
kps.deepcopy
_dtype_names_to_string
seq.show_grid
random_state.randint
iaa.Rot90
done.add
self.func_heatmaps
PIL.ImageOps.autocontrast
self._jitter_duplicate_points
self.tile_grid_size_px.draw_samples
images.append
is_single_number
counts.np.round.astype
shapely.geometry.LineString
iaa.SomeOf
_augment_small_1
self.main_worker_thread.is_alive
self._iter_items_forward
KeypointsOnImage.from_xy_array
np.any
_AssertShapePolygonsCheck
self.Poisson.super.__init__
self._generate_intensity_map_fine
multicore.Pool
self.ChannelShuffle.super.__init__
self._handle_shear_arg
cls._smoothen_alphas
kps_aug_i.draw_on_image
batch_norm.fill_from_batch_in_augmentation_
np.random.random
aug_ro_det.augment_images
self.child.draw_masks
ia.is_np_array
self.HorizontalLinearGradientMaskGen.super.__init__
hue_and_sat_proj.append
self.FilterEdgeEnhance.super.__init__
iaa.Crop
_CropAndPadSamplingResult
np.minimum
self._postprocess_noise
self.func_segmentation_maps
size.self.p_positive.rss.binomial.astype
kpsoi.shift_
self.deepcopy.clip_out_of_image_
ia.BoundingBox.draw_on_image
np.max
self.find_closest_point_index
_rnd_s
_find_edges_canny
self._blend_label_arr_with_image_
self.SaveDebugImageEveryNBatches.super.__init__
self.Cartoon.super.__init__
skimage.__version__.split
iaa.apply_jigsaw
samples.reshape
mask.item
bb.draw_on_image
_blend_edges
rngs.choice
self.queue.put
self.set_state_
self_subd.compute_pointwise_distances
self.GammaContrast.super.__init__
iaa.HistogramEqualization
convert_seed_to_generator
self.Laplace.super.__init__
stylize_cartoon
self._map_coordinates
is_single_float
meta.restore_dtypes_
np.diff
self.Invert.super.__init__
_normalize_cv2_input_arr_
_SharpeningMatrixGenerator
poly.draw_on_image
copy_module.deepcopy

@Petemir
Could please help me check this issue?
May I pull a request to fix it?
Thank you very much.