publications

2022

1. A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data

   Mithunjha Anandakumar*, Jathurshan Pradeepkumar*, Simon L Kappel, Chamira US Edussooriya, and 1 more author

   arXiv preprint arXiv:2211.02638 2022

   Bib

   @article{2022knowledge,
     title = {A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data},
     author = {Anandakumar*, Mithunjha and Pradeepkumar*, Jathurshan and Kappel, Simon L and Edussooriya, Chamira US and De Silva, Anjula C},
     journal = {arXiv preprint arXiv:2211.02638},
     year = {2022},
   }

2. Towards Interpretable Sleep Stage Classification Using Cross-Modal Transformers

   Jathurshan Pradeepkumar*, Mithunjha Anandakumar*, Vinith Kugathasan, Dhinesh Suntharalingham, and 3 more authors

   arXiv preprint arXiv:2208.06991 2022

   Bib

   @article{2022towards,
     title = {Towards Interpretable Sleep Stage Classification Using Cross-Modal Transformers},
     author = {Pradeepkumar*, Jathurshan and Anandakumar*, Mithunjha and Kugathasan, Vinith and Suntharalingham, Dhinesh and Kappel, Simon L and De Silva, Anjula C and Edussooriya, Chamira US},
     journal = {arXiv preprint arXiv:2208.06991},
     year = {2022},
   }

3. DEEP^2: Deep Learning Powered De-scattering with Excitation Patterning

   Navodini Wijethilake, Mithunjha Anandakumar, Cheng Zheng, Peter T. C. So, and 2 more authors

   arXiv preprint arXiv:2210.10892 2022

   Bib

   @article{2022deepsq,
     author = {Wijethilake, Navodini and Anandakumar, Mithunjha and Zheng, Cheng and So, Peter T. C. and Yildirim, Murat and Wadduwage, Dushan N.},
     title = {DEEP$^2$: Deep Learning Powered De-scattering with Excitation Patterning},
     journal = {arXiv preprint arXiv:2210.10892},
     year = {2022},
   }

4. Towards Accurate Cross-Domain In-Bed Human Pose Estimation

   Mohamed Afham*, Udith Haputhanthri*, Jathurshan Pradeepkumar*, Mithunjha Anandakumar, and 2 more authors

   2022

   Bib

   @inproceedings{2022towardt,
     title = {Towards Accurate Cross-Domain In-Bed Human Pose Estimation},
     author = {Afham*, Mohamed and Haputhanthri*, Udith and Pradeepkumar*, Jathurshan and Anandakumar, Mithunjha and De Silva, Ashwin and Edussooriya, Chamira US},
     booktitle = {ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {2664--2668},
     year = {2022},
     organization = {IEEE}
   }

2021

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

   Jathurshan Pradeepkumar*, Mithunjha Anandakumar*, Vinith Kugathasan*, Andrew Seeber, and 1 more author

   bioRxiv 2021

   Bib

   @article{2021physics,
     title = {Physics Augmented U-Net: A High-Frequency Aware Generative Prior for Microscopy},
     author = {Pradeepkumar*, Jathurshan and Anandakumar*, Mithunjha and Kugathasan*, Vinith and Seeber, Andrew and Wadduwage, Dushan N},
     journal = {bioRxiv},
     year = {2021},
     publisher = {Cold Spring Harbor Laboratory},
   }

2. Decoding of Hand Gestures from Electrocorticography with LSTM Based Deep Neural Network

   Jathurshan Pradeepkumar, Mithunjha Anandakumar, Vinith Kugathasan, Thilina D Lalitharatne, and 2 more authors

   2021

   Bib

   @inproceedings{2021decoding,
     title = {Decoding of Hand Gestures from Electrocorticography with LSTM Based Deep Neural Network},
     author = {Pradeepkumar, Jathurshan and Anandakumar, Mithunjha and Kugathasan, Vinith and Lalitharatne, Thilina D and De Silva, Anjula C and Kappel, Simon L},
     booktitle = {2021 43rd Annual International Conference of the IEEE Engineering in Medicine \& Biology Society (EMBC)},
     pages = {420--423},
     year = {2021},
     organization = {IEEE},
   }