Applications of Neural Networks in Biomedical Data Analysis
Weiss, Romano, Karimijafarbigloo, Sanaz, Roggenbuck, Dirk, Rödiger, Stefan
Published in Biomedicines (21.06.2022)
Published in Biomedicines (21.06.2022)
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Journal Article
TransDeepLab: Convolution-Free Transformer-Based DeepLab v3+ for Medical Image Segmentation
Azad, Reza, Heidari, Moein, Shariatnia, Moein, Aghdam, Ehsan Khodapanah, Karimijafarbigloo, Sanaz, Adeli, Ehsan, Merhof, Dorit
Published in Predictive Intelligence in Medicine (16.09.2022)
Published in Predictive Intelligence in Medicine (16.09.2022)
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Book Chapter
Medical Image Segmentation Review: The Success of U-Net
Azad, Reza, Aghdam, Ehsan Khodapanah, Rauland, Amelie, Jia, Yiwei, Avval, Atlas Haddadi, Bozorgpour, Afshin, Karimijafarbigloo, Sanaz, Cohen, Joseph Paul, Adeli, Ehsan, Merhof, Dorit
Published in IEEE transactions on pattern analysis and machine intelligence (21.08.2024)
Published in IEEE transactions on pattern analysis and machine intelligence (21.08.2024)
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Journal Article
Leveraging Unlabeled Data for 3D Medical Image Segmentation Through Self-Supervised Contrastive Learning
Karimijafarbigloo, Sanaz, Azad, Reza, Velichko, Yury, Bagci, Ulas, Merhof, Dorit
Published in 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (27.05.2024)
Published in 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (27.05.2024)
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Conference Proceeding
Fusenet: Self-Supervised Dual-Path Network For Medical Image Segmentation
Kazerouni, Amirhossein, Karimijafarbigloo, Sanaz, Azad, Reza, Velichko, Yury, Bagci, Ulas, Merhof, Dorit
Published in 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (27.05.2024)
Published in 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (27.05.2024)
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Conference Proceeding
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning
Karimijafarbigloo, Sanaz, Azad, Reza, Velichko, Yury, Bagci, Ulas, Merhof, Dorit
Year of Publication 21.11.2023
Year of Publication 21.11.2023
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Journal Article
Self-supervised Semantic Segmentation: Consistency over Transformation
Karimijafarbigloo, Sanaz, Azad, Reza, Kazerouni, Amirhossein, Velichko, Yury, Bagci, Ulas, Merhof, Dorit
Published in 2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01.10.2023)
Published in 2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01.10.2023)
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Conference Proceeding
Journal Article
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook
Azad, Reza, Heidary, Moein, Yilmaz, Kadir, Hüttemann, Michael, Karimijafarbigloo, Sanaz, Wu, Yuli, Schmeink, Anke, Merhof, Dorit
Year of Publication 08.12.2023
Year of Publication 08.12.2023
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Journal Article
FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation
Kazerouni, Amirhossein, Karimijafarbigloo, Sanaz, Azad, Reza, Velichko, Yury, Bagci, Ulas, Merhof, Dorit
Year of Publication 21.11.2023
Year of Publication 21.11.2023
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Journal Article
Self-supervised Semantic Segmentation: Consistency over Transformation
Karimijafarbigloo, Sanaz, Azad, Reza, Kazerouni, Amirhossein, Velichko, Yury, Bagci, Ulas, Merhof, Dorit
Year of Publication 31.08.2023
Year of Publication 31.08.2023
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Journal Article
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis
Heidari, Moein, Kolahi, Sina Ghorbani, Karimijafarbigloo, Sanaz, Azad, Bobby, Bozorgpour, Afshin, Hatami, Soheila, Azad, Reza, Diba, Ali, Bagci, Ulas, Merhof, Dorit, Hacihaliloglu, Ilker
Year of Publication 05.06.2024
Year of Publication 05.06.2024
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Journal Article
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation
Azad, Reza, Heidari, Moein, Shariatnia, Moein, Aghdam, Ehsan Khodapanah, Karimijafarbigloo, Sanaz, Adeli, Ehsan, Merhof, Dorit
Year of Publication 01.08.2022
Year of Publication 01.08.2022
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Journal Article
Medical Image Segmentation Review: The success of U-Net
Azad, Reza, Aghdam, Ehsan Khodapanah, Rauland, Amelie, Jia, Yiwei, Avval, Atlas Haddadi, Bozorgpour, Afshin, Karimijafarbigloo, Sanaz, Cohen, Joseph Paul, Adeli, Ehsan, Merhof, Dorit
Year of Publication 27.11.2022
Year of Publication 27.11.2022
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Journal Article
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis
Heidari, Moein, Sina Ghorbani Kolahi, Karimijafarbigloo, Sanaz, Azad, Bobby, Bozorgpour, Afshin, Hatami, Soheila, Azad, Reza, Diba, Ali, Bagci, Ulas, Merhof, Dorit, Hacihaliloglu, Ilker
Published in arXiv.org (05.06.2024)
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Published in arXiv.org (05.06.2024)
Paper