Fine-tuning deep learning architectures for early detection of oral cancer

Roshan Alex Welikala; Paolo Remagnino; Jian Han Lim; Chee Seng Chan; Senthilmani Rajendran; Thomas George Kallarakkal; Rosnah Binti Zain; Ruwan Duminda Jayasinghe; Jyotsna Rimal; Alexander Ross Kerr; Rahmi Amtha; Karthikeya Patil; Wanninayake Mudiyanselage Tilakaratne; John Gibson; Sok Ching Cheong; Sarah Ann Barman

doi:10.1007/978-3-030-64511-3_3

Fine-tuning deep learning architectures for early detection of oral cancer

Roshan Alex Welikala
, Paolo Remagnino
, Jian Han Lim
, Chee Seng Chan
, Senthilmani Rajendran
, Thomas George Kallarakkal
, Rosnah Binti Zain
, Ruwan Duminda Jayasinghe
, Jyotsna Rimal
, Alexander Ross Kerr
, Rahmi Amtha
, Karthikeya Patil
, Wanninayake Mudiyanselage Tilakaratne
, John Gibson
, Sok Ching Cheong
, Sarah Ann Barman

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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Original language	English
Title of host publication	Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology
DOIs	https://doi.org/10.1007/978-3-030-64511-3_3
Publication status	Published - 8 Oct 2020

Bibliographical note

Note: Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106.

This work was supported by the Medical Research Council (MR/S013865/1).

Organising Body: International Symposium on Mathematical and Computational Oncology

Organising Body: International Symposium on Mathematical and Computational Oncology

Keywords

Cancer studies

Access to Document

10.1007/978-3-030-64511-3_3

Welikala-R-A-48004-AAMAccepted author manuscript, 294 KBLicence: Unspecified

https://doi.org/10.1007/978-3-030-64511-3_3

Fine-tuning deep learning architectures for early detection of oral cancer
Welikala, R. A., Remagnino, P., Lim, J. H., Chan, C. S., Rajendran, S., Kallarakkal, T. G., Zain, R. B., Jayasinghe, R. D., Rimal, J., Kerr, A. R., Amtha, R., Patil, K., Tilakaratne, W. M., Gibson, J., Cheong, S. C. & Barman, S. A., 8 Oct 2020.
Research output: Contribution to conference › Paper › peer-review

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Welikala, R. A., Remagnino, P., Lim, J. H., Chan, C. S., Rajendran, S., Kallarakkal, T. G., Zain, R. B., Jayasinghe, R. D., Rimal, J., Kerr, A. R., Amtha, R., Patil, K., Tilakaratne, W. M., Gibson, J., Cheong, S. C., & Barman, S. A. (2020). Fine-tuning deep learning architectures for early detection of oral cancer. In Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology https://doi.org/10.1007/978-3-030-64511-3_3

Welikala, Roshan Alex ; Remagnino, Paolo ; Lim, Jian Han et al. / Fine-tuning deep learning architectures for early detection of oral cancer. Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology. 2020.

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title = "Fine-tuning deep learning architectures for early detection of oral cancer",

keywords = "Cancer studies",

author = "Welikala, \{Roshan Alex\} and Paolo Remagnino and Lim, \{Jian Han\} and Chan, \{Chee Seng\} and Senthilmani Rajendran and Kallarakkal, \{Thomas George\} and Zain, \{Rosnah Binti\} and Jayasinghe, \{Ruwan Duminda\} and Jyotsna Rimal and Kerr, \{Alexander Ross\} and Rahmi Amtha and Karthikeya Patil and Tilakaratne, \{Wanninayake Mudiyanselage\} and John Gibson and Cheong, \{Sok Ching\} and Barman, \{Sarah Ann\}",

note = "Note: Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology",

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Welikala, RA, Remagnino, P, Lim, JH, Chan, CS, Rajendran, S, Kallarakkal, TG, Zain, RB, Jayasinghe, RD, Rimal, J, Kerr, AR, Amtha, R, Patil, K, Tilakaratne, WM, Gibson, J, Cheong, SC & Barman, SA 2020, Fine-tuning deep learning architectures for early detection of oral cancer. in Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology. https://doi.org/10.1007/978-3-030-64511-3_3

Fine-tuning deep learning architectures for early detection of oral cancer. / Welikala, Roshan Alex; Remagnino, Paolo; Lim, Jian Han et al.
Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology. 2020.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Fine-tuning deep learning architectures for early detection of oral cancer

AU - Welikala, Roshan Alex

AU - Remagnino, Paolo

AU - Lim, Jian Han

AU - Chan, Chee Seng

AU - Rajendran, Senthilmani

AU - Kallarakkal, Thomas George

AU - Zain, Rosnah Binti

AU - Jayasinghe, Ruwan Duminda

AU - Rimal, Jyotsna

AU - Kerr, Alexander Ross

AU - Amtha, Rahmi

AU - Patil, Karthikeya

AU - Tilakaratne, Wanninayake Mudiyanselage

AU - Gibson, John

AU - Cheong, Sok Ching

AU - Barman, Sarah Ann

N1 - Note: Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology

PY - 2020/10/8

Y1 - 2020/10/8

KW - Cancer studies

U2 - 10.1007/978-3-030-64511-3_3

DO - 10.1007/978-3-030-64511-3_3

M3 - Conference contribution

BT - Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology

ER -

Welikala RA, Remagnino P, Lim JH, Chan CS, Rajendran S, Kallarakkal TG et al. Fine-tuning deep learning architectures for early detection of oral cancer. In Published in: Bebis, George., Alekseyev, Max., Cho, Heyrim., Gevertz, Jana., Rodriguez Martinez, Maria. (eds.) (2020) Mathematical and Computational Oncology. Second International Symposium, ISMCO 2020, San Diego, CA, USA, October 8-10, 2020, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 25-31. (Lecture Notes in Computer Science, vol. 12508) ISSN (print) 0302-9743 ISBN (print) 9783030645106. This work was supported by the Medical Research Council (MR/S013865/1). Organising Body: International Symposium on Mathematical and Computational Oncology Organising Body: International Symposium on Mathematical and Computational Oncology. 2020 doi: 10.1007/978-3-030-64511-3_3