mxnet.gluon.data.vision.transforms.RandomColorJitter¶
-
class
mxnet.gluon.data.vision.transforms.
RandomColorJitter
(brightness=0, contrast=0, saturation=0, hue=0)[source]¶ Randomly jitters the brightness, contrast, saturation, and hue of an image.
- Parameters
brightness (float) – How much to jitter brightness. brightness factor is randomly chosen from [max(0, 1 - brightness), 1 + brightness].
contrast (float) – How much to jitter contrast. contrast factor is randomly chosen from [max(0, 1 - contrast), 1 + contrast].
saturation (float) – How much to jitter saturation. saturation factor is randomly chosen from [max(0, 1 - saturation), 1 + saturation].
hue (float) – How much to jitter hue. hue factor is randomly chosen from [max(0, 1 - hue), 1 + hue].
- Inputs:
data: input tensor with (H x W x C) shape.
- Outputs:
out: output tensor with same shape as data.
-
__init__
(brightness=0, contrast=0, saturation=0, hue=0)[source]¶ Initialize self. See help(type(self)) for accurate signature.
Methods
__init__
([brightness, contrast, saturation, hue])Initialize self.
apply
(fn)Applies
fn
recursively to every child block as well as self.cast
(dtype)Cast this Block to use another data type.
collect_params
([select])Returns a
ParameterDict
containing thisBlock
and all of its children’s Parameters(default), also can returns the selectParameterDict
which match some given regular expressions.export
(path[, epoch])Export HybridBlock to json format that can be loaded by SymbolBlock.imports, mxnet.mod.Module or the C++ interface.
forward
(x, *args)Defines the forward computation.
hybrid_forward
(F, x)Overrides to construct symbolic graph for this Block.
hybridize
([active])Activates or deactivates
HybridBlock
s recursively.infer_shape
(*args)Infers shape of Parameters from inputs.
infer_type
(*args)Infers data type of Parameters from inputs.
initialize
([init, ctx, verbose, force_reinit])Initializes
Parameter
s of thisBlock
and its children.load_parameters
(filename[, ctx, …])Load parameters from file previously saved by save_parameters.
load_params
(filename[, ctx, allow_missing, …])[Deprecated] Please use load_parameters.
name_scope
()Returns a name space object managing a child
Block
and parameter names.register_child
(block[, name])Registers block as a child of self.
register_forward_hook
(hook)Registers a forward hook on the block.
register_forward_pre_hook
(hook)Registers a forward pre-hook on the block.
save_parameters
(filename)Save parameters to file.
save_params
(filename)[Deprecated] Please use save_parameters.
summary
(*inputs)Print the summary of the model’s output and parameters.
Attributes
name
Name of this
Block
, without ‘_’ in the end.params
Returns this
Block
’s parameter dictionary (does not include its children’s parameters).prefix
Prefix of this
Block
.