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. |