Frank Cwitkowitz's starred repositories
musicolors
A Javascript Library for Music Visualization Using Pitch, Energy, and Timbre. 🪄
cqt-pytorch
An invertible and differentiable implementation of the Constant-Q Transform (CQT).
vector-quantize-pytorch
Vector (and Scalar) Quantization, in Pytorch
multipitch_architectures
Pytorch project accompanying the paper "Towards Improved Multi-Pitch Estimation: Large Architectures and the Challenge of Evaluation", submitted to IEEE/ACM Transactions on Audio, Speech & Language Processing
torch-audiomentations
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
audiomentations
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
torchcrepe
Pytorch implementation of the CREPE pitch tracker
guitarsounds
python library to analyse guitar sounds
audacitorch
PyTorch wrappers for using your model in audacity!
Singing-Vocal-Beat-Tracking
This repo contains the source code of the first deep learning-base singing voice beat tracking system. It leverages WavLM and DistilHuBERT pre-trained speech models to create vocal embeddings and trains linear multi-head self-attention layers on top of them to extract vocal beat activations. Then, it uses HMM decoder to infer signing beats and tempo.
pytorch-optimizer
torch-optimizer -- collection of optimizers for Pytorch
basic-pitch
A lightweight yet powerful audio-to-MIDI converter with pitch bend detection