TransDeepLab: Convolution-Free Transformer-Based DeepLab v3+ for Medical Image Segmentation. - Reza Azad; Moein Heidari; Moein Shariatnia; Ehsan Khodapanah Aghdam; Sanaz Karimijafarbigloo; Ehsan Adeli 001; Dorit Merhof (PRIME@MICCAI, 2022)

Self-supervised Semantic Segmentation: Consistency over Transformation. - Sanaz Karimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Yury Velichko; Ulas Bagci; Dorit Merhof (ICCV (Workshops), 2023)

Self-supervised Few-Shot Learning for Semantic Segmentation: An Annotation-Free Approach. - Sanaz Karimijafarbigloo; Reza Azad; Dorit Merhof (PRIME@MICCAI, 2023)

MS-Former: Multi-Scale Self-Guided Transformer for Medical Image Segmentation. - Sanaz Karimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Dorit Merhof (MIDL, 2023)

MMCFormer: Missing Modality Compensation Transformer for Brain Tumor Segmentation. - Sanaz Karimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Saeed Ebadollahi; Dorit Merhof (MIDL, 2023)

Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook. - Reza Azad; Moein Heidari; Kadir Yilmaz; Michael Hüttemann; Sanaz Karimijafarbigloo; Yuli Wu 001; Anke Schmeink; Dorit Merhof (CoRR, 2023)

Leveraging Unlabeled Data for 3D Medical Image Segmentation Through Self-Supervised Contrastive Learning. - Sanaz Karimijafarbigloo; Reza Azad; Yury Velichko; Ulas Bagci; Dorit Merhof (ISBI, 2024)

Fusenet: Self-Supervised Dual-Path Network For Medical Image Segmentation. - Amirhossein Kazerouni; Sanaz Karimijafarbigloo; Reza Azad; Yury Velichko; Ulas Bagci; Dorit Merhof (ISBI, 2024)

Self-Supervised Contrastive Learning for Consistent Few-Shot Image Representations. - Sanaz Karimijafarbigloo; Reza Azad; Dorit Merhof (PRIME@MICCAI, 2024)

Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis. - Moein Heidari; Sina Ghorbani Kolahi; Sanaz Karimijafarbigloo; Bobby Azad; Afshin Bozorgpour; Soheila Hatami; Reza Azad; Ali Diba; Ulas Bagci; Dorit Merhof; Ilker Hacihaliloglu (CoRR, 2024)

Medical Image Segmentation Review: The Success of U-Net. - Reza Azad; Ehsan Khodapanah Aghdam; Amelie Rauland; Yiwei Jia; Atlas Haddadi Avval; Afshin Bozorgpour; Sanaz Karimijafarbigloo; Joseph Paul Cohen; Ehsan Adeli 001; Dorit Merhof (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Frequency-Domain Refinement of Vision Transformers for Robust Medical Image Segmentation Under Degradation. - Sanaz Karimijafarbigloo; Sina Ghorbani Kolahi; Reza Azad; Ulas Bagci; Dorit Merhof (WACV, 2025)

MedScale-Former: Self-guided multiscale transformer for medical image segmentation. - Sanaz Karimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Dorit Merhof (Medical Image Anal., 2025)