Publications

2023

Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology

N. Sivaroopan, C. Jayanga, C. Ekanayake, H. Watawana, Jathurshan Pradeepkumar, M. Anandakumar, R. Rodrigo, C. U. Edussooriya, and D.N. Wadduwag

[Preprint]

A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data

Mithunjha Anandakumar, Jathurshan Pradeepkumar, Simon L. Kappel, Chamira U. S. Edussooriya, and Anjula C. De Silva

Accepted at IEEE SMC 2023: IEEE Conference on Systems, Man, and Cybernetics

[Preprint] [Code]

2022

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

[Preprint] [Code]

Towards accurate cross-domain in-bed human pose estimation

Mohamed Afham, Udith Haputhanthri, Jathurshan Pradeepkumar*, Mithunjha Anandakumar, Ashwin De Silva and Chamira Edussooriya

ICASSP 2022: IEEE International Conference on Acoustics, Speech, and Signal Processing

[Publisher][Preprint] [Code]

2021

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

[Publisher] [Slides]

Physics Augmented U-Net: A High-Frequency Aware Generative Prior for Microscopy

Jathurshan Pradeepkumar, Mithunjha Anandakumar, Vinith Kugathasan*, Andrew Seeber, Dushan N. Wadduwage

[Preprint]

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Publications

2023

Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology

N. Sivaroopan, C. Jayanga, C. Ekanayake, H. Watawana, Jathurshan Pradeepkumar, M. Anandakumar, R. Rodrigo, C. U. Edussooriya, and D.N. Wadduwag

[Preprint]

A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data

Mithunjha Anandakumar*, Jathurshan Pradeepkumar*, Simon L. Kappel, Chamira U. S. Edussooriya, and Anjula C. De Silva

Accepted at IEEE SMC 2023: IEEE Conference on Systems, Man, and Cybernetics

[Preprint] [Code]

2022

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

[Preprint] [Code]

Towards accurate cross-domain in-bed human pose estimation

Mohamed Afham*, Udith Haputhanthri*, Jathurshan Pradeepkumar*, Mithunjha Anandakumar, Ashwin De Silva and Chamira Edussooriya

ICASSP 2022: IEEE International Conference on Acoustics, Speech, and Signal Processing

[Publisher][Preprint] [Code]

2021

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

[Publisher] [Slides]

Physics Augmented U-Net: A High-Frequency Aware Generative Prior for Microscopy

Jathurshan Pradeepkumar*, Mithunjha Anandakumar*, Vinith Kugathasan*, Andrew Seeber, Dushan N. Wadduwage

[Preprint]

Mithunjha Anandakumar, Jathurshan Pradeepkumar, Simon L. Kappel, Chamira U. S. Edussooriya, and Anjula C. De Silva

Jathurshan Pradeepkumar, Mithunjha Anandakumar, Vinith Kugathasan, Dhinesh Suntharalingham, Simon L. Kappel, Anjula C. De Silva, and Chamira U. S. Edussooriya

Mohamed Afham, Udith Haputhanthri, Jathurshan Pradeepkumar*, Mithunjha Anandakumar, Ashwin De Silva and Chamira Edussooriya

Jathurshan Pradeepkumar, Mithunjha Anandakumar, Vinith Kugathasan*, Andrew Seeber, Dushan N. Wadduwage