Intervertebral Disc Labeling with Learning Shape Information, a Look once Approach. - Reza Azad; Moein Heidari; Julien Cohen-Adad; Ehsan Adeli 001; Dorit Merhof (PRIME@MICCAI, 2022)

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)

Contextual Attention Network: Transformer Meets U-Net. - Reza Azad; Moein Heidari; Yuli Wu 001; Dorit Merhof (MLMI@MICCAI, 2022)

TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model. - Reza Azad; Mohammad T. Al-Antary; Moein Heidari; Dorit Merhof (IEEE Access, 2022)

Diffusion Models for Medical Image Analysis: A Comprehensive Survey. - Amirhossein Kazerouni; Ehsan Khodapanah Aghdam; Moein Heidari; Reza Azad; Mohsen Fayyaz; Ilker Hacihaliloglu; Dorit Merhof (CoRR, 2022)

SA2-Net: Scale-aware Attention Network for Microscopic Image Segmentation. - Mustansar Fiaz; Moein Heidari; Rao Muhammad Anwer; Hisham Cholakkal (BMVC, 2023)

Chaotic Transformers for Deep Reinforcement Learning in Algorithmic Trading. - Tohid Abedini; Samin Heydarian; Moein Heidari; Alireza Morsali (Tiny Papers @ ICLR, 2023)

DiffGANPaint: Fast Inpainting Using Denoising Diffusion GANs. - Moein Heidari; Alireza Morsali; Tohid Abedini; Samin Heydarian (Tiny Papers @ ICLR, 2023)

Speaker-Invariant Speech Recognition through Fine-Tuning on Individual-Specific Data with Voice Conversion. - Samin Heydarian; Tohid Abedini; Alireza Morsali; Moein Heidari (Tiny Papers @ ICLR, 2023)

MLP-Attention: Improving Transformer Architecture with MLP Attention Weights. - Alireza Morsali; Moein Heidari; Samin Heydarian; Tohid Abedini (Tiny Papers @ ICLR, 2023)

HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation. - Moein Heidari; Amirhossein Kazerouni; Milad Soltany Kadarvish; Reza Azad; Ehsan Khodapanah Aghdam; Julien Cohen-Adad; Dorit Merhof (WACV, 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)

Diffusion models in medical imaging: A comprehensive survey. - Amirhossein Kazerouni; Ehsan Khodapanah Aghdam; Moein Heidari; Reza Azad; Mohsen Fayyaz; Ilker Hacihaliloglu; Dorit Merhof (Medical Image Anal., 2023)

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)

Vision-Language Synthetic Data Enhances Echocardiography Downstream Tasks. - Pooria Ashrafian; Milad Yazdani; Moein Heidari; Dena Shahriari; Ilker Hacihaliloglu (CoRR, 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)

Single-Layer Learnable Activation for Implicit Neural Representation (SL2A-INR). - Moein Heidari; Reza Rezaeian; Reza Azad; Dorit Merhof; Hamid Soltanian-Zadeh; Ilker Hacihaliloglu (CoRR, 2024)

Prompt2Perturb (P2P): Text-Guided Diffusion-Based Adversarial Attacks on Breast Ultrasound Images. - Yasamin Medghalchi; Moein Heidari; Clayton Allard; Leonid Sigal; Ilker Hacihaliloglu (CoRR, 2024)

Advances in medical image analysis with vision Transformers: A comprehensive review. - Reza Azad; Amirhossein Kazerouni; Moein Heidari; Ehsan Khodapanah Aghdam; Amirali Molaei; Yiwei Jia; Abin Jose; Rijo Roy; Dorit Merhof (Medical Image Anal., 2024)

Prompt2Perturb (P2P): Text-Guided Diffusion-Based Adversarial Attack on Breast Ultrasound Images. - Yasamin Medghalchi; Moein Heidari; Clayton Allard; Leonid Sigal; Ilker Hacihaliloglu (CVPR, 2025)

Implicit Neural Representations with Fourier Kolmogorov-Arnold Networks. - Ali Mehrabian; Parsa Mojarad Adi; Moein Heidari; Ilker Hacihaliloglu (ICASSP, 2025)

A Study on the Performance of U-Net Modifications in Retroperitoneal Tumor Segmentation. - Moein Heidari; Ehsan Khodapanah Aghdam; Alexander Manzella; Daniel Hsu 004; Rebecca Scalabrino; Wenjin Chen; David J. Foran; Ilker Hacihaliloglu (CoRR, 2025)

Echo-E3Net: Efficient Endo-Epi Spatio-Temporal Network for Ejection Fraction Estimation. - Moein Heidari; Afshin Bozorgpour; AmirHossein Zarif-Fakharnia; Dorit Merhof; Ilker Hacihaliloglu (CoRR, 2025)

WaRA: Wavelet Low Rank Adaptation. - Moein Heidari; Yasamin Medghalchi; Mahdi Khoursha; Reza Rezaeian; Ilker Hacihaliloglu (CoRR, 2025)