Speech Enhancement Generative Adversarial Network Based on Asymmetric AutoEncoder

Last update: Nov 17, 2022

Overview

ASEGAN: Speech Enhancement Generative Adversarial Network Based on Asymmetric AutoEncoder

中文版简介
 Readme with English Version

介绍

基于SEGAN模型的改进版本，使用自主设计的非对称自编码结构替换原有的全卷积结构，使得模型在保持原有性能的条件下更加轻量化。
（本模型未在任何期刊发布）

软件架构

安装教程

安装必要库
Anaconda
cuda
cudnn
创建python环境
conda create -n ASEGAN python=3.8
conda activate ASEGAN
安装必要环境
pip install -r requirements.txt
或者conda install --yes --file requirements.txt

使用说明

使用前检查config/config.yaml中参数配置是否正确，数据集文件结构参考data文件夹中结构

数据预处理
python data_preprocess.py
模型训练
python train.py
模型测试
python test.py

预训练模型下载

百度网盘，提取码6793
GoogleDrive
预训练模型命名方式为‘数据集-训练周期-数据量.pkl’

Owner

Nitin

GitHub Repository

Python Assignments for the Deep Learning lectures by Andrew NG on coursera with complete submission for grading capability.

1 Feb 03, 2022

Hyperbolic Procrustes Analysis Using Riemannian Geometry

Hyperbolic Procrustes Analysis Using Riemannian Geometry The code in this repository creates the figures presented in this article: Please notice that

2 Jan 08, 2023

[AAAI2022] Source code for our paper《Suppressing Static Visual Cues via Normalizing Flows for Self-Supervised Video Representation Learning》

SSVC The source code for paper [Suppressing Static Visual Cues via Normalizing Flows for Self-Supervised Video Representation Learning] samples of the

7 Oct 26, 2022

working repo for my xumx-sliCQ submissions to the ISMIR 2021 MDX

Music Demixing Challenge - xumx-sliCQ This repository is the GitHub mirror of my working submission repository for the AICrowd ISMIR 2021 Music Demixi

4 Aug 25, 2021

TransferNet: Learning Transferrable Knowledge for Semantic Segmentation with Deep Convolutional Neural Network

TransferNet: Learning Transferrable Knowledge for Semantic Segmentation with Deep Convolutional Neural Network Created by Seunghoon Hong, Junhyuk Oh,

42 Jun 29, 2022

A machine learning library for spiking neural networks. Supports training with both torch and jax pipelines, and deployment to neuromorphic hardware.

Rockpool Rockpool is a Python package for developing signal processing applications with spiking neural networks. Rockpool allows you to build network

21 Dec 14, 2022

This is a repo of basic Machine Learning!

Basic Machine Learning This repository contains a topic-wise curated list of Machine Learning and Deep Learning tutorials, articles and other resource

53 Dec 31, 2022

QuakeLabeler is a Python package to create and manage your seismic training data, processes, and visualization in a single place — so you can focus on building the next big thing.

QuakeLabeler Quake Labeler was born from the need for seismologists and developers who are not AI specialists to easily, quickly, and independently bu

15 Nov 04, 2022

Faster Convex Lipschitz Regression

Faster Convex Lipschitz Regression This reepository provides a python implementation of our Faster Convex Lipschitz Regression algorithm with GPU and

0 Nov 19, 2021

A repository for storing njxzc final exam review material

文档地址，请戳我 👈 👈 👈 ☀️ 1.Reason 大三上期末复习软件工程的时候，发现其他高校在GitHub上开源了他们学校的期末试题，我很受触动。期末

2 Jan 18, 2022

You Only Sample (Almost) Once: Linear Cost Self-Attention Via Bernoulli Sampling

You Only Sample (Almost) Once: Linear Cost Self-Attention Via Bernoulli Sampling Transformer-based models are widely used in natural language processi

12 Jan 01, 2023

A highly efficient, fast, powerful and light-weight anime downloader and streamer for your favorite anime.

AnimDL - Download & Stream Your Favorite Anime AnimDL is an incredibly powerful tool for downloading and streaming anime. Core features Abuses the dev

759 Jan 08, 2023

An open source machine learning library for performing regression tasks using RVM technique.

Introduction neonrvm is an open source machine learning library for performing regression tasks using RVM technique. It is written in C programming la

33 May 31, 2022

Paddle implementation for "Highly Efficient Knowledge Graph Embedding Learning with Closed-Form Orthogonal Procrustes Analysis" (NAACL 2021)

ProcrustEs-KGE Paddle implementation for Highly Efficient Knowledge Graph Embedding Learning with Orthogonal Procrustes Analysis 🙈 A more detailed re

4 Jun 09, 2021

Convolutional Neural Network for 3D meshes in PyTorch

MeshCNN in PyTorch SIGGRAPH 2019 [Paper] [Project Page] MeshCNN is a general-purpose deep neural network for 3D triangular meshes, which can be used f

1.4k Jan 04, 2023

[ACMMM 2021, Oral] Code release for "Elastic Tactile Simulation Towards Tactile-Visual Perception"

EIP: Elastic Interaction of Particles Code release for "Elastic Tactile Simulation Towards Tactile-Visual Perception", in ACMMM (Oral) 2021. By Yikai

37 Dec 20, 2022

Code for the paper titled "Generalized Depthwise-Separable Convolutions for Adversarially Robust and Efficient Neural Networks" (NeurIPS 2021 Spotlight).

Generalized Depthwise-Separable Convolutions for Adversarially Robust and Efficient Neural Networks This repository contains the code and pre-trained

7 Dec 05, 2022