Explainable Deep Learning for Biomarker Classification of OCT Images

Yiyang Wang; Mirtha Lucas; Jacob Furst; Amani A. Fawzi; Daniela Raicu

doi:10.1109/BIBE50027.2020.00041

Explainable Deep Learning for Biomarker Classification of OCT Images

Yiyang Wang
, Mirtha Lucas
, Jacob Furst
, Amani A. Fawzi
, Daniela Raicu

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

Original language	English
Title of host publication	Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020
Publisher	IEEE (Institute of Electrical and Electronics Engineers)
Pages	204-210
Number of pages	7
ISBN (Electronic)	9781728195742
DOIs	https://doi.org/10.1109/BIBE50027.2020.00041
State	Published - Oct 2020
Event	20th IEEE International Conference on Bioinformatics and Bioengineering, BIBE 2020 - Virtual, Cincinnati, United States Duration: Oct 26 2020 → Oct 28 2020

Publication series

Name	Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020

Conference

Conference	20th IEEE International Conference on Bioinformatics and Bioengineering, BIBE 2020
Country/Territory	United States
City	Virtual, Cincinnati
Period	10/26/20 → 10/28/20

ASJC Scopus Subject Areas

Biotechnology
Genetics
Molecular Biology
Artificial Intelligence
Computer Science Applications
Biomedical Engineering
Modeling and Simulation
Health Informatics

Keywords

Age-related macular degeneration
Grad-CAM
Image Classification
Transfer Learning

Access to Document

10.1109/BIBE50027.2020.00041

Cite this

Wang, Y., Lucas, M., Furst, J., Fawzi, A. A., & Raicu, D. (2020). Explainable Deep Learning for Biomarker Classification of OCT Images. In Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020 (pp. 204-210). Article 9288010 (Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020). IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/BIBE50027.2020.00041

Explainable Deep Learning for Biomarker Classification of OCT Images. / Wang, Yiyang; Lucas, Mirtha; Furst, Jacob et al.
Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020. IEEE (Institute of Electrical and Electronics Engineers), 2020. p. 204-210 9288010 (Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020).

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

Wang, Y, Lucas, M, Furst, J, Fawzi, AA & Raicu, D 2020, Explainable Deep Learning for Biomarker Classification of OCT Images. in Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020., 9288010, Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020, IEEE (Institute of Electrical and Electronics Engineers), pp. 204-210, 20th IEEE International Conference on Bioinformatics and Bioengineering, BIBE 2020, Virtual, Cincinnati, United States, 10/26/20. https://doi.org/10.1109/BIBE50027.2020.00041

Wang Y, Lucas M, Furst J, Fawzi AA, Raicu D. Explainable Deep Learning for Biomarker Classification of OCT Images. In Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020. IEEE (Institute of Electrical and Electronics Engineers). 2020. p. 204-210. 9288010. (Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020). doi: 10.1109/BIBE50027.2020.00041

Wang, Yiyang ; Lucas, Mirtha ; Furst, Jacob et al. / Explainable Deep Learning for Biomarker Classification of OCT Images. Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020. IEEE (Institute of Electrical and Electronics Engineers), 2020. pp. 204-210 (Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020).

@inproceedings{2be2135730ec42afa8ee4261a7ea9697,

title = "Explainable Deep Learning for Biomarker Classification of OCT Images",

keywords = "Age-related macular degeneration, Grad-CAM, Image Classification, Transfer Learning",

author = "Yiyang Wang and Mirtha Lucas and Jacob Furst and Fawzi, \{Amani A.\} and Daniela Raicu",

note = "Publisher Copyright: {\textcopyright} 2020 IEEE.; 20th IEEE International Conference on Bioinformatics and Bioengineering, BIBE 2020 ; Conference date: 26-10-2020 Through 28-10-2020",

year = "2020",

month = oct,

doi = "10.1109/BIBE50027.2020.00041",

language = "English",

series = "Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020",

publisher = "IEEE (Institute of Electrical and Electronics Engineers)",

pages = "204--210",

booktitle = "Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020",

}

TY - GEN

T1 - Explainable Deep Learning for Biomarker Classification of OCT Images

AU - Wang, Yiyang

AU - Lucas, Mirtha

AU - Furst, Jacob

AU - Fawzi, Amani A.

AU - Raicu, Daniela

PY - 2020/10

Y1 - 2020/10

KW - Age-related macular degeneration

KW - Grad-CAM

KW - Image Classification

KW - Transfer Learning

UR - https://www.scopus.com/pages/publications/85099601662

UR - https://www.scopus.com/pages/publications/85099601662#tab=citedBy

U2 - 10.1109/BIBE50027.2020.00041

DO - 10.1109/BIBE50027.2020.00041

M3 - Conference contribution

AN - SCOPUS:85099601662

T3 - Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020

SP - 204

EP - 210

BT - Proceedings - IEEE 20th International Conference on Bioinformatics and Bioengineering, BIBE 2020

PB - IEEE (Institute of Electrical and Electronics Engineers)

T2 - 20th IEEE International Conference on Bioinformatics and Bioengineering, BIBE 2020

Y2 - 26 October 2020 through 28 October 2020

ER -

Explainable Deep Learning for Biomarker Classification of OCT Images

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this