RESEARCH

My
research.

Five IEEE conference papers on medical imaging, NLP, quantum machine learning and HCI.

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01PAPERS5 · IEEE
  1. 2026
    IMSA 2026Conference paper

    Context-Aware Deep Learning Segmentation of Multiple Myeloma Cells Via Combined Mask Preprocessing

    Alatawi, A. H.; Mohammed, A.
    2026 Intelligent Methods, Systems, and Applications (IMSA), Giza, Egypt, pp. 426–433.
    DOI 10.1109/IMSA70415.2026.11700291
  2. 2025
    IMSA 2025Conference paper

    Comprehensive Benchmark: Comparing Classical, Recurrent, and Transformer-Based Models for Sentiment Analysis Across Text Length Strata

    Hany, Ashraf; Gomma, W. H.
    2025 Intelligent Methods, Systems, and Applications (IMSA), Giza, Egypt, pp. 487–494.
    DOI 10.1109/IMSA65733.2025.11166950
  3. 2025
    IMSA 2025Conference paper

    Deep Learning for Microscopic Image Segmentation in Multiple Myeloma: A Comparative Study

    Hany, Ashraf; Mohammed, A.
    2025 Intelligent Methods, Systems, and Applications (IMSA), Giza, Egypt, pp. 256–262.
    DOI 10.1109/IMSA65733.2025.11167795
  4. 2025
    ABC 2025Conference paper

    Integrating Interactive 3D Applications for Enhanced Learning in Crown Preparations: A Comparative Experimental Study

    Ramadan, Enjy; et al.
    2025 International Conference on Activity and Behavior Computing (ABC), Al Ain, UAE, pp. 1–10.
    DOI 10.1109/ABC64332.2025.11118293
  5. 2023
    IMSA 2023Conference paper

    The Effect of Using Tangible User Interfaces Compared to Traditional Learning for Teaching Programming in Higher Education: An Experimental Study

    Hany, Ashraf; Ramadan, Enjy; Akl, Amr; Atia, Ayman
    2023 Intelligent Methods, Systems, and Applications (IMSA), pp. 514–519.
    DOI 10.1109/IMSA58542.2023.10217780Blog post
02RESEARCH AREAS6 AREAS

What I
work on.

01

Medical image segmentation

Finding cancer cells in bone-marrow images with U-Net, SAM and MedSAM, with the National Cancer Institute, Cairo University.

02

Quantum machine learning

Quantum classifiers and quantum walks with Qiskit and PennyLane, and how they cope with noise.

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03

HCI & learning

Testing whether hands-on and 3D tools help students learn, from programming to dentistry.

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04

NLP benchmarking

Comparing classic, recurrent and transformer models for sentiment analysis on short and long texts.

05

Agentic AI & LLM systems

AI agents that read engineering drawings and work out quantities and prices.

06

Embedded systems & hardware

A handheld game console, a motion-controlled light gun and a Raspberry Pi tracking camera, all built by hand.

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