Awesome Open Source
Awesome Open Source

Mozart logo

ğŸŽ¶ Convert sheet music to a machine-readable version.


📝 Table of Contents

🧐 About

The aim of this project is to develop a sheet music reader. This is called Optical Music Recognition (OMR). Its objective is to convert sheet music to a machine-readable version. We take a simplified version where we convert an image of sheet music to a textual representation that can be further processed to produce midi files or audio files like wav or mp3.

About

💻 Methodology

1. Noise Filtering and Binarization

Binary Image

2. Segmentation

Segment 1

Segment 2

Segment 3

3. Staff Line Detection and Removal

No Staff Image 1

No Staff Image 2

No Staff Image 3

4. Construct The New Staff Lines

New Staff Image 1

New Staff Image 2

New Staff Image 3

5. Symbol Detection and Recognition

Result 1

Result 2

Result 3

🏁 Install

  1. You can use the attached notebook for quick testing and visualization.
  2. You can setup an environment on your local machine to run the project:
    1. Install Conda
    2. conda env create -f requirements.yml
    3. conda activate mozart
    4. python3 main.py <input directory path> <output directory path>

⛏️ Built Using


Get A Weekly Email With Trending Projects For These Topics
No Spam. Unsubscribe easily at any time.
jupyter-notebook (5,859) 
neural-network (708) 
music (567) 
opencv (441) 
reader (83) 
sklearn (66) 
optical-character-recognition (21) 

Find Open Source By Browsing 7,000 Topics Across 59 Categories

Advertising 📦 10
All Projects
Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
Blockchain 📦 73
Build Tools 📦 113
Cloud Computing 📦 80
Code Quality 📦 28
Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
Web Browsers 📦 42
Web Servers 📦 26
Web User Interface 📦 210