Datasets Roadmap
Models : CNN
| Section |
Component |
Status |
Notes |
| LeNet |
|
|
|
|
LeNet5 |
 |
Stable in v1.0. |
| AlexNet |
|
|
|
|
AlexNet |
|
Stable in v1.0. |
| VGGNet |
|
|
|
|
VGGNet11 |
|
Stable in v1.0. |
|
VGGNet16 |
 |
Adding NoSQL support. |
| ResNet |
|
|
|
|
ResNet18 |
|
Stable in v1.0. |
| GoogleNet/Inception |
|
|
|
|
InceptionV1 |
|
Stable in v1.0. |
| UNet |
|
|
|
|
UNet |
|
Stable in v1.0. |
| MobileNet |
|
|
|
|
MobileNet |
|
Stable in v1.0. |
Models : RNN
| 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. |
Models : GAN
| 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. |
Models : DIFFUSION
| 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. |