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Nepali Sign Language Character Dataset

This project contains a dataset of Nepali sign language characters. The dataset is organized into two categories based on the background type: Plain Background and Random Background. Each category contains subfolders representing Nepali characters, with each folder containing a specific number of images.

Folder Structure

Inside the NSL.zip the dataset is structured as follows:

├── Plain Background
│   ├── 0
│   ├── 1
│   ├── 2
│   ├── ...
│   └── 35
├── Random Background
│   ├── 0
│   ├── 1
│   ├── 2
│   ├── ...
│   └── 35

Plain Background

  • Contains 36 folders labeled from 0 to 35, each representing a Nepali sign language character.
  • Each folder has 1000 images of the respective character captured against a plain background.

Random Background

  • Contains 36 folders labeled from 0 to 35, each representing a Nepali sign language character.
  • Each folder has 500 images of the respective character captured against a random background.

Folder to Nepali Character Mapping

Below is the mapping of folder numbers to Nepali characters:

Folder Number Nepali Character
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33 क्ष
34 त्र
35 ज्ञ

Dataset Details

The dataset is designed to support machine learning and deep learning applications, particularly for tasks such as:

  • Gesture recognition
  • Sign language translation

Nepali Characters Mapping

Each folder number corresponds to a specific Nepali character in sign language. A mapping table or reference for these numbers should be used in conjunction with this dataset for proper labeling and interpretation.

Applications

This dataset can be utilized in:

  • Training models to recognize Nepali sign language.
  • Developing applications for aiding communication with the hearing-impaired community.
  • Research in sign language recognition and interpretation.

Citation

If you use this dataset in your research or projects, please cite this work as:

Birat Poudel, Satyam Ghimire, Sijan Bhattarai, Saurav Bhandari. (2025). Nepali Sign Language Character Dataset.

License

This dataset is provided under the MIT License. Please ensure appropriate use and give credit when using the dataset.

Acknowledgments

Special thanks to all contributors who helped in capturing, organizing, and validating this dataset, including Satyam Ghimire, Sijan Bhattarai, and Saurav Bhandari.

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