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a-convolutional-recurrent-neural-network-for-real-time-speech-enhancement

Implement A Convolutional Recurrent Neural Network for Real-Time Speech Enhancement by PyTorch.

abcs

Air and bone conduction speech

acprop-optimizer

Implementation for ACProp ( Momentum centering and asynchronous update for adaptive gradient methdos, NeurIPS 2021)

adaptor

annotated_deep_learning_paper_implementations

🧠 Implementations/tutorials of deep learning papers with side-by-side notes; including transformers (original, xl, switch, feedback), optimizers(adam, radam, adabelief), gans(dcgan, cyclegan, stylegan2), reinforcement learning (ppo, dqn), capsnet, sketch-rnn, etc.

ast

Code for the Interspeech 2021 paper "AST: Audio Spectrogram Transformer".

bicyclegan

Toward Multimodal Image-to-Image Translation

contrastive-unpaired-translation

Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)

conv-tasnet

A PyTorch implementation of "TasNet: Surpassing Ideal Time-Frequency Masking for Speech Separation"

cvc

CVC: Contrastive Learning for Non-parallel Voice Conversion (INTERSPEECH 2021, in PyTorch)

dclgan

Code for Dual Contrastive Learning for Unsupervised Image-to-Image Translation, NTIRE, CVPRW 2021, oral.

ecg_rnn

ehnet

This in an implementation of EHNet in PyTorch and PyTorch Lightning. EHNet is a convolutional-recurrent neural network for single channel speech enhancement.

farnet

Full-Attention Residual Network for End-to-End Speech Separation

fft-conv-pytorch

Implementation of 1D, 2D, and 3D FFT convolutions in PyTorch. Much faster than direct convolutions for large kernel sizes.

gc3

graphormer

This is the official implementation for "Do Transformers Really Perform Bad for Graph Representation?".

informer2020

The GitHub repository for the paper accepted by AAAI 2021.

irm-based-speech-enhancement-using-lstm

Ideal Ratio Mask (IRM) Estimation based Speech Enhancement using LSTM

koila

Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.

libri-adhoc40

A dataset collected from synchronized ad-hoc microphone arrays

nas-bench-360

Introducing diverse tasks for NAS

nndl.github.io

《神经网络与深度学习》 邱锡鹏著 Neural Network and Deep Learning

nsnet

Deep learning for Navier-Stokes equations in CFD

paddlevit

:robot: PaddleViT: State-of-the-art Visual Transformer and MLP Models for PaddlePaddle 2.0+

pgmsu

Shuaikai Shi, Min Zhao, Lijun Zhang, Yoann Altmann and Jie Chen, "Probabilistic Generative Model for Hyperspectral Unmixing Accounting for Endmember Variability," in IEEE TGRS 2021

preddbr

a predictor for protein-DNA binding residue prediction

pyaudioanalysis

Python Audio Analysis Library: Feature Extraction, Classification, Segmentation and Applications

pytorch-cyclegan-and-pix2pix

Image-to-Image Translation in PyTorch

pytorch_stoi

STOI loss function in PyTorch