Reza Azad

According to our database, Reza Azad authored at least 51 papers between 2014 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

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., January, 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

INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings.

Amirhossein Kazerouni, Reza Azad, Alireza Hosseini, Dorit Merhof, Ulas Bagci

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation.

Reza Azad, Leon Niggemeier, Michael Hüttemann, Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

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., August, 2023

SegPC-2021: A challenge & dataset on segmentation of Multiple Myeloma plasma cells from microscopic images.

Anubha Gupta, Shiv Gehlot, Shubham Goswami, Sachin Motwani, Ritu Gupta, Álvaro García-Faura, Dejan Stepec, Tomaz Martincic, Reza Azad, Dorit Merhof, Afshin Bozorgpour, Babak Azad, Alaa Sulaiman, Deepanshu Pandey, Pradyumna Gupta, Sumit Bhattacharya, Aman Sinha, Rohit Agarwal, Xinyun Qiu, Yucheng Zhang, Ming Fan, Yoonbeom Park, Dae-Hong Lee, Joon Sik Park, KwangYeol Lee, Jaehyung Ye

Medical Image Anal., 2023

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

Pratibha Kumari, Joohi Chauhan, Afshin Bozorgpour, Reza Azad, Dorit Merhof

CoRR, 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, Anke Schmeink, Dorit Merhof

CoRR, 2023

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

Amirhossein Kazerouni, Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, 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

CoRR, 2023

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

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

CoRR, 2023

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

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

CoRR, 2023

Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach.

Reza Azad, Yiwei Jia, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof

CoRR, 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

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

Unlocking Fine-Grained Details with Wavelet-Based High-Frequency Enhancement in Transformers.

Reza Azad, Amirhossein Kazerouni, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Abin Jose, Dorit Merhof

Proceedings of the Machine Learning in Medical Imaging - 14th International Workshop, 2023

MMCFormer: Missing Modality Compensation Transformer for Brain Tumor Segmentation.

Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Saeed Ebadollahi, Dorit Merhof

Proceedings of the Medical Imaging with Deep Learning, 2023

MS-Former: Multi-Scale Self-Guided Transformer for Medical Image Segmentation.

Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Dorit Merhof

Proceedings of the Medical Imaging with Deep Learning, 2023

Self-supervised Few-Shot Learning for Semantic Segmentation: An Annotation-Free Approach.

Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof

Proceedings of the Predictive Intelligence in Medicine - 6th International Workshop, 2023

DermoSegDiff: A Boundary-Aware Segmentation Diffusion Model for Skin Lesion Delineation.

Afshin Bozorgpour, Yousef Sadegheih, Amirhossein Kazerouni, Reza Azad, Dorit Merhof

Proceedings of the Predictive Intelligence in Medicine - 6th International Workshop, 2023

Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection.

Reza Azad, Amirhossein Kazerouni, Babak Azad, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

DAE-Former: Dual Attention-Guided Efficient Transformer for Medical Image Segmentation.

Reza Azad, René Arimond, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Dorit Merhof

Proceedings of the Predictive Intelligence in Medicine - 6th International Workshop, 2023

Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation.

Ehsan Khodapanah Aghdam, Reza Azad, Maral Zarvani, Dorit Merhof

Proceedings of the 20th IEEE International Symposium on Biomedical Imaging, 2023

Implicit Neural Representation in Medical Imaging: A Comparative Survey.

Amirali Molaei, Amirhossein Aminimehr, Armin Tavakoli, Amirhossein Kazerouni, Bobby Azad, Reza Azad, Dorit Merhof

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Self-supervised Semantic Segmentation: Consistency over Transformation.

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

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

End-to-End Classification of Cell-Cycle Stages with Center-Cell Focus Tracker Using Recurrent Neural Networks.

Abin Jose, Rijo Roy, Dennis Eschweiler, Ina Laube, Reza Azad, Daniel Moreno-Andrés, Johannes Stegmaier

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

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, Dorit Merhof

CoRR, 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

Medical Image Segmentation on MRI Images with Missing Modalities: A Review.

Reza Azad, Nika Khosravi, Mohammad Dehghanmanshadi, Julien Cohen-Adad, Dorit Merhof

CoRR, 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

SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities.

Reza Azad, Nika Khosravi, Dorit Merhof

Proceedings of the International Conference on Medical Imaging with Deep Learning, 2022

Contextual Attention Network: Transformer Meets U-Net.

Reza Azad, Moein Heidari, Yuli Wu, Dorit Merhof

Proceedings of the Machine Learning in Medical Imaging - 13th International Workshop, 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, Dorit Merhof

Proceedings of the Predictive Intelligence in Medicine - 5th International Workshop, 2022

Intervertebral Disc Labeling with Learning Shape Information, a Look once Approach.

Reza Azad, Moein Heidari, Julien Cohen-Adad, Ehsan Adeli, Dorit Merhof

Proceedings of the Predictive Intelligence in Medicine - 5th International Workshop, 2022

2021

A critical study of the existing issues in manufacturing maintenance systems: Can BIM fill the gap?

Amin Alvanchi, Ali TohidiFar, Milad Mousavi, Reza Azad, Saeed Rokooei

Comput. Ind., 2021

On the Texture Bias for Few-Shot CNN Segmentation.

Reza Azad, Abdur R. Fayjie, Claude Kauffmann, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz

Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2021

Stacked Hourglass Network with a Multi-level Attention Mechanism: Where to Look for Intervertebral Disc Labeling.

Reza Azad, Lucas Rouhier, Julien Cohen-Adad

Proceedings of the Machine Learning in Medical Imaging - 12th International Workshop, 2021

Deep Frequency Re-calibration U-Net for Medical Image Segmentation.

Reza Azad, Afshin Bozorgpour, Maryam Asadi-Aghbolaghi, Dorit Merhof, Sergio Escalera

Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images.

Afshin Bozorgpour, Reza Azad, Eman Showkatian, Alaa Sulaiman

Proceedings of the MICCAI Workshop on Computational Pathology, 2021

2020

Semi-supervised few-shot learning for medical image segmentation.

Abdur R. Fayjie, Reza Azad, Marco Pedersoli, Claude Kauffmann, Ismail Ben Ayed, Jose Dolz

CoRR, 2020

Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation.

Maryam Asadi-Aghbolaghi, Reza Azad, Mahmood Fathy, Sergio Escalera

CoRR, 2020

Attention Deeplabv3+: Multi-level Context Attention Mechanism for Skin Lesion Segmentation.

Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera

Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020

2019

Dynamic 3D Hand Gesture Recognition by Learning Weighted Depth Motion Maps.

Reza Azad, Maryam Asadi-Aghbolaghi, Shohreh Kasaei, Sergio Escalera

IEEE Trans. Circuits Syst. Video Technol., 2019

Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions.

Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera

Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

2014

New Method for Optimization of License Plate Recognition system with Use of Edge Detection and Connected Component.

Reza Azad, Hamid Reza Shayegh

CoRR, 2014

Novel and Tuneable Method for Skin Detection Based on Hybrid Color Space and Color Statistical Features.

Reza Azad, Hamid Reza Shayegh

CoRR, 2014

Novel and Automatic Parking Inventory System Based on Pattern Recognition and Directional Chain Code.

Reza Azad, Majid Nazari

CoRR, 2014

A robust and adaptable method for face detection based on Color Probabilistic Estimation Technique.

Reza Azad, Fatemeh Davami

CoRR, 2014

Real-Time and Efficient Method for Accuracy Enhancement of Edge Based License Plate Recognition System.

Reza Azad, Babak Azad, Hamid Reza Shayegh

CoRR, 2014

Real-Time Human-Computer Interaction Based on Face and Hand Gesture Recognition.

Reza Azad, Babak Azad, Nabil Belhaj Khalifa, Shahram Jamali

CoRR, 2014

Real-Time and Robust Method for Hand Gesture Recognition System Based on Cross-Correlation Coefficient.

Reza Azad, Babak Azad, Iman Tavakoli Kazerooni

CoRR, 2014

Optimized Method for Iranian Road Signs Detection and recognition system.

Reza Azad, Babak Azad, Iman Tavakoli Kazerooni

CoRR, 2014