Research output per year
Research output per year
Personal profile
Research interests
My research interests pertain to the application of deep learning in healthcare, especially in imaging diagnostics, decision support and explainability (xAI) of deep learning models in this domain.
Key Research Words/Phrases
Deep Learning, Explainable AI, Trustworthy AI, Computer Vision, Capsule Networks, Transformers
External positions
HWU
Sept 2020 → Sept 2024
Fingerprint
Dive into the research topics where Heba Elshimy is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Research output
- 3 Conference contribution
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A Review of Capsule Networks in Medical Image Analysis
El-Shimy, H., Zantout, H., Lones, M. & El Gayar, N., 2023, Artificial Neural Networks in Pattern Recognition. ANNPR 2022. El Gayar, N., Trentin, E., Ravanelli, M. & Abbas, H. (eds.). Springer, p. 65-80 16 p. (Lecture Notes in Computer Science; vol. 13739).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile1 Citation (Scopus)217 Downloads (Pure) -
Self-Supervised Learning for Pre-training Capsule Networks: Overcoming Medical Imaging Dataset Challenges
Elshimy, H., Zantout, H., Lones, M. A. & El Gayar, N., 3 Nov 2024, (Accepted/In press) 9th International Conference on Information System Design & Intelligent Applications (ISDIA 2025). Springer, (Lecture Notes in Networks and Systems).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Assessment of Pharmaceutical Patent Novelty with Siamese Neural Networks
El-Shimy, H., Zantout, H. & Hassen, H. R., 2023, Artificial Neural Networks in Pattern Recognition. ANNPR 2022. El Gayar, N., Trentin, E., Ravanelli, M. & Abbas, H. (eds.). Springer, p. 140-155 16 p. (Lecture Notes in Computer Science; vol. 13739).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile2 Citations (Scopus)32 Downloads (Pure)
Prizes
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Best Paper Award
Elshimy, H. (Recipient), Zantout, H. (Recipient), Lones, M. A. (Recipient) & Elgayar, N. (Recipient), Feb 2025
Prize: Prize (including medals and awards)
File -
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Keynote Speech at HWUD Research Day
Elshimy, H. (Speaker)
Mar 2022Activity: Talk or presentation › Invited talk
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Host of Fireside Chat
Elshimy, H. (Speaker)
May 2022Activity: Talk or presentation › Oral presentation
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Speaker at Women in Data Science (WiDS) Conference
Elshimy, H. (Speaker)
Mar 2021Activity: Talk or presentation › Oral presentation
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Deep Learning techniques for Cancer Detection in Endoscopic Images
Elshimy, H. (Speaker)
Jun 2021Activity: Talk or presentation › Oral presentation
Press/Media
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Smart Buildings for Better Healthcare
Elshimy, H., Zantout, H. & Elgayar, N.
1/09/22
1 Media contribution
Press/Media: Other