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Dorit Merhof

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LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation

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Apr 07, 2024
Yousef Sadegheih, Afshin Bozorgpour, Pratibha Kumari, Reza Azad, Dorit Merhof

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Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights

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Mar 28, 2024
Moein Heidari, Reza Azad, Sina Ghorbani Kolahi, René Arimond, Leon Niggemeier, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Ilker Hacihaliloglu, Dorit Merhof

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Continual Learning in Medical Imaging Analysis: A Comprehensive Review of Recent Advancements and Future Prospects

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Dec 28, 2023
Pratibha Kumari, Joohi Chauhan, Afshin Bozorgpour, Reza Azad, Dorit Merhof

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Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook

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Dec 08, 2023
Reza Azad, Moein Heidary, Kadir Yilmaz, Michael Hüttemann, Sanaz Karimijafarbigloo, Yuli Wu, Anke Schmeink, Dorit Merhof

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FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation

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Nov 22, 2023
Amirhossein Kazerouni, Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof

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Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning

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Nov 21, 2023
Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof

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HCA-Net: Hierarchical Context Attention Network for Intervertebral Disc Semantic Labeling

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Nov 21, 2023
Afshin Bozorgpour, Bobby Azad, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof

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Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model

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Nov 16, 2023
Raphael Schäfer, Till Nicke, Henning Höfener, Annkristin Lange, Dorit Merhof, Friedrich Feuerhake, Volkmar Schulz, Johannes Lotz, Fabian Kiessling

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INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings

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Oct 28, 2023
Amirhossein Kazerouni, Reza Azad, Alireza Hosseini, Dorit Merhof, Ulas Bagci

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Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision

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Oct 28, 2023
Bobby Azad, Reza Azad, Sania Eskandari, Afshin Bozorgpour, Amirhossein Kazerouni, Islem Rekik, Dorit Merhof

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