Research

Published, cited, peer-reviewed.

Machine learning applied to medical diagnostics and media forensics, with Prof. Mohammad Monirujjaman Khan at North South University.

2023Preprint

Deep Fake Analysis Using Convolutional Neural Network and Vision Transformer

Preprint · With Mohammad Monirujjaman Khan

Dual-stage deepfake detection: a fine-tuned EfficientNet extracts frame-level features, and a Vision Transformer classifies the resulting sequence for spatial and temporal manipulation artifacts.

Computer VisionVision TransformersEfficientNetDeepfake Forensics
Nov 2022Published · IEEE

Liver Cirrhosis Prediction using Machine Learning Approaches

IEEE UEMCON 2022 · With Mohammad Monirujjaman Khan

Comparative diagnostic study training SVM, Random Forest and Logistic Regression classifiers on clinical metrics to predict cirrhosis staging, with feature selection tuned for early-stage detection.

Machine LearningMedical DiagnosticsFeature Engineering