Publications

Parkinson’s Disease Diagnosis from Patients Speech Analysis. IEEE, 2024

Contributors: Harshitha Reddy T; Aryagopal; Dumpa Venkata Sai Jagadeesh; Anand M; Peeta Basa Pati; Bhanu Prakash KN

Used multiple learning algorithms to detect Parkinson’s disease from patient speech analysis. Achieved 95% diagnostic accuracy with Random Forest and XGBoost on the Oxford Parkinson’s Disease Detection Dataset 197 instances, 22 features. Used SHAP to identify the top 6 most influential features. Paper

Deep Learning-Based Analysis of Pediatric Pneumonia Detection in Children using Fine-tuned NasNetMobile Model. IEEE, 2024

CONTRIBUTORS: Prabhav Ravi Tammanashastri; Suhas S Bhat; Dumpa Venkata Sai Jagadeesh; Rimjhim Padam Singh

Performed a comparative study on CNN architectures for pediatric pneumonia detection. Fine-tuned NasNetMobile with Mish activation, batch normalization, and dropout on a chest X-ray dataset of 5,232 images, achieving an F-score of 92%. Paper

Comparative Image Analysis of Chest X-RAY Image Encryption using Symmetric and Asymmetric Key Encryption Algorithms. IEEE, 2024

CONTRIBUTORS: Bhupathi Vishva Pavani; Challagulla Sai Bhumika; Dumpa Venkata Sai Jagadeesh; C.R. Kavitha

Explored multilayer encryption strategies for medical image protection. Compared, and analyzed AES and DES encryption with RSA and DSS digital signatures on chest X-rays. AES with RSA yielded the best performance in decryption speed while ensuring Confidentiality, Integrity, and Authentication (CIA). Paper