Transforms Roadmap

Section: Transforms : Image

Section	Component	Status	Notes
BASIC
	Resize		Stable in v1.0.
	CenterCrop		Adding NoSQL support.
	RandomCrop		PR #56 open.
	Pad		Planned for v2.
	RandomHorizontalFlip		Stable in v1.0.
	RandomVerticalFlip		Stable in v1.0.
	RandomFlip		Stable in v1.0.
	RandomRotation		Stable in v1.0.
	RandomResizedCrop		Stable in v1.0.
Color/Contrast
	ColorJitter		Stable in v1.0.
	Grayscale		Adding NoSQL support.
	RandomGrayscale		PR #56 open.
	RandomInvert		Planned for v2.
	RandomAdjustSharpness		Stable in v1.0.
	RandomAutoContrast		Stable in v1.0.
	RandomEqualize		Stable in v1.0.
Geometry
	RandomAffine		Stable in v1.0.
	ElasticTransform		Adding NoSQL support.
	RandomPerspective		PR #56 open.
	RandomThinPlateSpline		Adding NoSQL support.
	RandomShadow		PR #56 open.
Tensor Operations
	ToTensor		Stable in v1.0.
	Normalize		Adding NoSQL support.
	ConvertImageDtype		PR #56 open.
	Lambda		Planned for v2.
Augmentation
	RandomApply		Stable in v1.0.
	RandomChoice		Adding NoSQL support.
	RandomOrder		PR #56 open.
	AutoAugment		Planned for v2.
	RandAugment		Stable in v1.0.
	MixUp		Stable in v1.0.
	CutMix		Adding NoSQL support.
	GridMask		PR #56 open.
	CutOut		Planned for v2.
	StyleGAN-based augmentations		Stable in v1.0.
Advanced
	GaussianBlur		Stable in v1.0.
	RandomSolarize		Adding NoSQL support.
	RandomPosterize		PR #56 open.
Domain Specific
	Weather Effects		Stable in v1.0.

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Section: Transforms : Signal

Section	Component	Status	Notes
Preprocessing
	Resample		Stable in v1.0.
	Vol		Adding NoSQL support.
	SlidingWindowCmn		PR #56 open.
Spectrograms
	Spectrogram		Stable in v1.0.
	MelSpectrogram		Adding NoSQL support.
	MFCC		PR #56 open.
	GriffinLim		Planned for v2.
Time-Frequency
	TimeStretch		Stable in v1.0.
	FrequencyMasking		Adding NoSQL support.
	TimeMasking		PR #56 open.
	InverseMelScale		Adding NoSQL support.
	MelScale		PR #56 open.
Augmentation
	SpeedPerturbation		Stable in v1.0.
	AddNoise		Adding NoSQL support.
	PitchShift		PR #56 open.
	BackgroundNoiseAddition		Planned for v2.
	TimeWarping		Planned for v2.
Advanced
	De-reverberation		Stable in v1.0.
	WaveletTransforms		Adding NoSQL support.

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Section: Transforms : Video

Section	Component	Status	Notes
Frame-Based
	Resample		Stable in v1.0.
	Vol		Adding NoSQL support.
	SlidingWindowCmn		PR #56 open.
Temporal
	Spectrogram		Stable in v1.0.
	MelSpectrogram		Adding NoSQL support.
	MFCC		PR #56 open.
	GriffinLim		Planned for v2.
3D Augmentation
	TimeStretch		Stable in v1.0.
	FrequencyMasking		Adding NoSQL support.
	TimeMasking		PR #56 open.
	InverseMelScale		Adding NoSQL support.
	MelScale		PR #56 open.
Motion-Based
	SpeedPerturbation		Stable in v1.0.
	AddNoise		Adding NoSQL support.
	PitchShift		PR #56 open.
	BackgroundNoiseAddition		Planned for v2.
	TimeWarping		Planned for v2.

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Section: Transforms : Text

Section	Component	Status	Notes
Basic
	Resample		Stable in v1.0.
	Vol		Adding NoSQL support.
	SlidingWindowCmn		PR #56 open.
Tokenization
	Spectrogram		Stable in v1.0.
	MelSpectrogram		Adding NoSQL support.
	MFCC		PR #56 open.
	GriffinLim		Planned for v2.
Sequencing
	TimeStretch		Stable in v1.0.
	FrequencyMasking		Adding NoSQL support.
	TimeMasking		PR #56 open.
	InverseMelScale		Adding NoSQL support.
	MelScale		PR #56 open.
Advanced
	SpeedPerturbation		Stable in v1.0.
	AddNoise		Adding NoSQL support.
	PitchShift		PR #56 open.
	BackgroundNoiseAddition		Planned for v2.
	TimeWarping		Planned for v2.

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