https://github.com/mrityunjay-tripathi/asl-classification
Classification of signs of American Sign Language using Tensorflow
https://github.com/mrityunjay-tripathi/asl-classification
asl cnn cnn-classification python tensorflow
Last synced: about 2 months ago
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Classification of signs of American Sign Language using Tensorflow
- Host: GitHub
- URL: https://github.com/mrityunjay-tripathi/asl-classification
- Owner: mrityunjay-tripathi
- License: apache-2.0
- Created: 2019-06-22T11:31:29.000Z (almost 6 years ago)
- Default Branch: master
- Last Pushed: 2021-01-02T05:00:27.000Z (over 4 years ago)
- Last Synced: 2024-11-07T18:55:00.578Z (7 months ago)
- Topics: asl, cnn, cnn-classification, python, tensorflow
- Language: Python
- Homepage:
- Size: 317 KB
- Stars: 3
- Watchers: 1
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# American Sign Language Classification
[Wikipedia] American Sign Language (ASL) is a natural language that serves as the predominant sign language of Deaf communities in the United States and most of Anglophone Canada. Besides North America, dialects of ASL and ASL-based creoles are used in many countries around the world, including much of West Africa and parts of Southeast Asia. ASL is also widely learned as a second language, serving as a lingua franca.
### Data
To Download the ASL dataset -
* Click on the link given - https://www.kaggle.com/grassknoted/asl-alphabet
* Click on the link given - https://facundoq.github.io/unlp/sign_language_datasets/index.html
## Getting Started
We will be using Python and Tensorflow to build model to classify signs ASL. The tensorflow graph of the architecture can be shown as:
### CNN Architecture
* Input
* ⇊
* Convolution layer: 4x4 kernel , 8 filters
* Maxpooling: pool size – 8x8
* Convolution layer: 2x2 kernel , 16 filters
* Maxpooling: pool size – 4x4
* Flatten
* Fully Connected
## Authors
* **Mrityunjay Tripathi**
## License
This project is licensed under the Apache 2.0 License - see the [License](https://github.com/Mrityunjay2668/American-Sign-Language-Classification/blob/master/LICENSE) file for details.