https://github.com/milanashhanukova/uni-research-dementia-detection
This project represents my research on dementia classification using audio data.
https://github.com/milanashhanukova/uni-research-dementia-detection
attention-mechanism deep-learning dementia-detection speech-classification
Last synced: 2 months ago
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This project represents my research on dementia classification using audio data.
- Host: GitHub
- URL: https://github.com/milanashhanukova/uni-research-dementia-detection
- Owner: MilanaShhanukova
- Created: 2021-11-02T16:56:46.000Z (over 3 years ago)
- Default Branch: develop
- Last Pushed: 2023-05-20T13:51:49.000Z (about 2 years ago)
- Last Synced: 2023-05-20T14:32:20.649Z (about 2 years ago)
- Topics: attention-mechanism, deep-learning, dementia-detection, speech-classification
- Language: Jupyter Notebook
- Homepage:
- Size: 5.62 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
dementia-classification
==============================
This project is designed to help diagnose dementia based on spontaneous speech and patients' speech during tasks. The data used in this project can be found in [DementiaBank](https://dementia.talkbank.org/).
Report of this project was rewarded the 3rd place on [HSE conference](https://nnov.hse.ru/studentconf/) and was published in [SAMI-2023](https://ieeexplore.ieee.org/document/10044539).
The current study was extended with text based models and their radar charts visualisation available in ./dementia_classification/reports/radar_charts_common.