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sinagho/README.md

Sina Ghorbani


Hi there 👋, My name is Sina Ghorbani, a deep learning developer and researcher! Feel free to contact me if you are eager to discuss with me on deep learning and computer vision research and development topics.

sinaghorbani388@gmail.com

Summary


I am a detail-oriented health systems engineer with two years of experience in deep learning projects and researches focused on medical imaging. I have a proven track record in research growth and aims to further my studies. Publication are recorded in BMVC, WACV, MedIA, etc. My current research interests include computer vision, multi-modal understanding, long-range modeling, and deep generative models.

EXPERIENCE


• Remote Research Assistant, RWTH Aachen University, Germany (2023-Present)

  • Worked on medical image processing and understanding, particularly on the semantic segmentation task. Currently, I am working on leveraging State Space Models and refining high frequency components in wavelet-based efficient vision transformer in medical image segmentation. results are published and submmited in: (BMVC, WACV)

• Remote Research Assistant, University of Regensburg, Germany (2024-Present)

  • I am Working on leveraging Score-based and Physics-inspired Generative models inverse problems (with a particular focus on Diffusion Models) for CT and MRI reconstruction and segmentation.

Research Collaboration with


• Dorit Merhof, RWTH, Germany (German research chair on Medical Image Analysis) since 2023 • Ilker Hacihaliloglu, UBC, Canada (Department of Radiology, Department of Medicine.) since 2023 • Ulas Bagci, Northwestern University, USA (Department of Radiology) since 2024

SKILLS


Pinned Loading

  1. xmindflow/MSA-2Net xmindflow/MSA-2Net Public

    [BMVC 2024] Official repository of the paper titled "MSA^2 Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation"

    Python 24 2

  2. xmindflow/Awesome_Mamba xmindflow/Awesome_Mamba Public

    Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis

    195 14

  3. CloFormer-Sina CloFormer-Sina Public

    Forked from qhfan/CloFormer

    The official code of "Rethinking Local Perception in Lightweight Vision Transformer"

    Python

  4. DL1402-TMU DL1402-TMU Public

    Special Github repository for Deep Learning models in healthcare - 1402 (2023) - PyTorch workshop - TAs: Sina Ghorbani, Mina mohammadi

    Jupyter Notebook

  5. GaussianAttentionBias GaussianAttentionBias Public

    Forked from kmbmjn/GaussianAttentionBias

    Python

  6. ERF ERF Public

    Forked from csguoh/MambaIR

    A simple baseline for image restoration with state-space model.

    Python