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https://github.com/abdallahhemdan/orchestra
Orchestra is a sheet music reader (optical music recognition (OMR) system) that converts sheet music to a machine-readable version.
https://github.com/abdallahhemdan/orchestra
binarization cv2 detection hemdan image-processing machine-learning machine-readable noise-removal omr omr-sheet optical-character-recognition optical-music-recognition orchestra segmentation staff-line-removal
Last synced: about 2 months ago
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Orchestra is a sheet music reader (optical music recognition (OMR) system) that converts sheet music to a machine-readable version.
- Host: GitHub
- URL: https://github.com/abdallahhemdan/orchestra
- Owner: AbdallahHemdan
- License: mit
- Created: 2020-12-14T16:21:53.000Z (about 4 years ago)
- Default Branch: master
- Last Pushed: 2023-06-20T18:03:07.000Z (over 1 year ago)
- Last Synced: 2024-10-04T12:00:01.702Z (3 months ago)
- Topics: binarization, cv2, detection, hemdan, image-processing, machine-learning, machine-readable, noise-removal, omr, omr-sheet, optical-character-recognition, optical-music-recognition, orchestra, segmentation, staff-line-removal
- Language: Python
- Homepage:
- Size: 132 MB
- Stars: 103
- Watchers: 3
- Forks: 22
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
Awesome Lists containing this project
README
Orchestra
[![GitHub contributors](https://img.shields.io/github/contributors/AbdallahHemdan/Orchestra)](https://github.com/AbdallahHemdan/Orchestra/contributors)
[![GitHub issues](https://img.shields.io/github/issues/AbdallahHemdan/Orchestra)](https://github.com/AbdallahHemdan/Orchestra/issues)
[![GitHub forks](https://img.shields.io/github/forks/AbdallahHemdan/Orchestra)](https://github.com/AbdallahHemdan/Orchestra/network)
[![GitHub stars](https://img.shields.io/github/stars/AbdallahHemdan/Orchestra)](https://github.com/AbdallahHemdan/Orchestra/stargazers)
[![GitHub license](https://img.shields.io/github/license/AbdallahHemdan/Orchestra)](https://github.com/AbdallahHemdan/Orchestra/blob/master/LICENSE)
## About
> **Orchestra** is a sheet music reader (optical music recognition (**OMR**) system) that converts sheet music to a machine-readable version.![image](https://user-images.githubusercontent.com/40190772/104846946-e81e7f80-58e5-11eb-8652-e54b86b46fe1.png)
## How it works
> List of steps we take to process the input sheet and get our results### 1. Noise Removal
![1 noise_removed](https://user-images.githubusercontent.com/40190772/104847172-397b3e80-58e7-11eb-821f-33a83ee60416.png)
### 2. Binarization
![2 binarized](https://user-images.githubusercontent.com/40190772/104847174-3aac6b80-58e7-11eb-8c85-eb9747a7c786.png)
### 3. Staff line removal
![3 cleaned](https://user-images.githubusercontent.com/40190772/104847175-3b450200-58e7-11eb-8f47-1485b142e434.png)
### 4. Cutted buckets
![4 cutted-1](https://user-images.githubusercontent.com/40190772/104847181-3f711f80-58e7-11eb-83b4-435373642c8d.png)
![4 cutted-2](https://user-images.githubusercontent.com/40190772/104847179-3ed88900-58e7-11eb-8fbe-25a484c63092.png)
![4 cutted-3](https://user-images.githubusercontent.com/40190772/104847180-3ed88900-58e7-11eb-959f-817388bade77.png)
### 5. Segmentation and detection
![colored_0_1](https://user-images.githubusercontent.com/40190772/104849087-97f8ea80-58f0-11eb-9b4d-49172eb9d9a5.png)
![colored_0_2](https://user-images.githubusercontent.com/40190772/104849089-992a1780-58f0-11eb-9fb6-0c0cc6e6dac0.png)
![colored_0_3](https://user-images.githubusercontent.com/40190772/104849090-99c2ae00-58f0-11eb-9876-4eea7f322e83.png)
### 6. Recognition
1. Cutted 1
> [ \meter<"4/4"> d1/4 e1/32 e2/2 e1/8 e1/16 e1/32 {e1/4,g1/4} e1/4 e1/8 c1/8 g1/32 c1/16 e1/32 ]2. Cutted 2
> [ \meter<"4/4"> {e1/4,g1/4,b1/4} a1/8 d1/8 c1/16 g1/16 d1/16 e1/16 c2/16 g2/16 d2/16 e2/16 {f1/4,g1/4,b1/4} c1/4 a1/4. a1/8 a1/32.. ]3. Cutted 3
> [ \meter<"4/4"> e1/16 e1/16 e1/16 e1/16 e1/4 e#1/4 g1/4 g&&1/4 g1/4 e#2/4 ]### Installation
1. **_Clone the repository_**
```sh
$ git clone https://github.com/AbdallahHemdan/Orchestra.git
```
2. **_Navigate to repository directory_**
```sh
$ cd Orchestra
```
3. **_Install dependencies_**
```sh
$ pip install -r requirements.txt
```### Running
1. **_Put you input files inside input folder_**
2. **_Put you output files inside output folder_**3. **_Running_**
```sh
python main.py $path_of_input_folder $path_of_output_folder
```## Contributing
> Contributions are what make the open source community such an amazing place to be learn, inspire, and create. Any contributions you make are **greatly appreciated**.
Check out our [contributing guidelines](https://github.com/AbdallahHemdan/Orchestra/blob/master/CONTRIBUTING.md) for ways to contribute.
### Contributors
Abdallah Hemdan
Adel Mohamed
Kareem Mohamed^3
Ahmed Mahboub
### Licence
[MIT Licence](https://github.com/AbdallahHemdan/Orchestra/blob/master/LICENSE)