Publications

Preprints

Towards Interpretable Sleep Stage Classification Using Cross-Modal Transformers
Jathurshan Pradeepkumar*, Mithunjha Anandakumar*, Vinith Kugathasan, Dhinesh Suntharalingham, Simon L. Kappel, Anjula C. De Silva, and Chamira U. S. Edussooriya
Under review
[arxiv] [code]
 

Physics Augmented U-Net: A High-Frequency Aware Generative Prior for Microscopy
Jathurshan Pradeepkumar*, Mithunjha Anandakumar*, Vinith Kugathasan*, Andrew Seeber, Dushan N. Wadduwage
Submitted for review 2021
[biorxiv]  

A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data
Mithunjha Anandakumar*, Jathurshan Pradeepkumar*, Vinith Kugathasan, Dhinesh Suntharalingham, Simon L. Kappel, Anjula C. De Silva, and Chamira U. S. Edussooriya
Under review
[arxiv] [code]

Peer-reviewed Conference Papers

Towards Accurate Cross-Domain In-Bed Human Pose Estimation
Mohamed Afham*, Udith Haputhanthri*, Jathurshan Pradeepkumar*, Mithunjha Anandakumar, Ashwin De Silva and Chamira Edussooriya
Accepted at ICASSP 2022.
[arxiv] [code]

Decoding of Hand Gestures from Electrocorticography with LSTM Based Deep Neural Network
Jathurshan Pradeepkumar, Mithunjha Anandakumar, Vinith Kugathasan, Thilina D. Lalitharatne, Anjula C. De Silva and Simon L. Kappel
43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC),2021
[paper][pubmed][code][slides]