Parkinson's disease detection
ImagingCNN + LSTM over MRI brain scans, targeting early-stage patterns
Epilepsy detection system
SignalsFull pipeline simulated through to LCADC hardware converter integration
Fracture detection in X-rays
ImagingHough-transform image analysis for long bone fractures
Lung condition diagnosis from CT
ImagingComparative study of GoogLeNet against Inception-v3
EEG clustering and pattern analysis
EEGPreprocessing, feature extraction and k-means, backed by PSD analysis
QRS detection in noisy ECG
SignalsRobust heartbeat detection validated on the MIT-BIH Arrhythmia Database
Automated hip MRI classification
ImagingPreparation, augmentation and enhancement, then normal vs osseous lesion
ADHD brain signal classification
EEGSignal processing and ML over EEG recorded during visual attention tasks
PPG signal analysis
SignalsECG annotation techniques applied to peak detection in photoplethysmography
Face recognition using SVD
ImagingSingular value decomposition applied to a medical imaging context
Liver segmentation
ImagingDeep learning outlining liver regions in CT automatically
Heart sound classification
SignalsSegmentation and classification of recordings to flag abnormal patterns
Generator scheduling optimisation
SystemsReinforcement learning over a 72-hour scheduling horizon
EEG motor imagery classification
EEGSelf-supervised contrastive pipeline debugged, then rebuilt end to end
