MSA2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation. - Sina Ghorbani Kolahi; Seyed Kamal Chaharsooghi; Toktam Khatibi; Afshin Bozorgpour; Reza Azad; Moein Heidari; Ilker Hacihaliloglu; Dorit Merhof (BMVC, 2024)

Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights. - Moein Heidari; Reza Azad; Sina Ghorbani Kolahi; René Arimond; Leon Niggemeier; Alaa Sulaiman; Afshin Bozorgpour; Ehsan Khodapanah Aghdam; Amirhossein Kazerouni; Ilker Hacihaliloglu; Dorit Merhof (CoRR, 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)

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)

CENet: Context Enhancement Network for Medical Image Segmentation. - Afshin Bozorgpour; Sina Ghorbani Kolahi; Reza Azad; Ilker Hacihaliloglu; Dorit Merhof (CoRR, 2025)