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Reza Azad
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2020 – today
- 2024
- [j7]Reza Azad, Amirhossein Kazerouni
, Moein Heidari
Advances in medical image analysis with vision Transformers: A comprehensive review. Medical Image Anal. 91: 103000 (2024) - [j6]Reza Azad, Ehsan Khodapanah Aghdam, Amelie Rauland, Yiwei Jia, Atlas Haddadi Avval, Afshin Bozorgpour, Sanaz Karimijafarbigloo, Joseph Paul Cohen, Ehsan Adeli, Dorit Merhof:
Medical Image Segmentation Review: The Success of U-Net. IEEE Trans. Pattern Anal. Mach. Intell. 46(12): 10076-10095 (2024) - [c28]Afshin Bozorgpour, Bobby Azad, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
HCA-NET: Hierarchical Context Attention Network for Intervertebral Disc Semantic Labeling. ISBI 2024: 1-5 - [c27]Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
Leveraging Unlabeled Data for 3D Medical Image Segmentation Through Self-Supervised Contrastive Learning. ISBI 2024: 1-5 - [c26]Amirhossein Kazerouni, Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
Fusenet: Self-Supervised Dual-Path Network For Medical Image Segmentation. ISBI 2024: 1-5 - [c25]Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof:
Self-Supervised Contrastive Learning for Consistent Few-Shot Image Representations. PRIME@MICCAI 2024: 173-184 - [c24]Reza Azad, Leon Niggemeier, Michael Hüttemann, Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof:
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation. WACV 2024: 1276-1286 - [c23]Amirhossein Kazerouni, Reza Azad, Alireza Hosseini, Dorit Merhof, Ulas Bagci:
INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings. WACV 2024: 1287-1296 - [i46]Moein Heidari, Reza Azad, Sina Ghorbani Kolahi, René Arimond, Leon Niggemeier, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Ilker Hacihaliloglu, Dorit Merhof:
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights. CoRR abs/2403.19882 (2024) - [i45]Yousef Sadegheih, Afshin Bozorgpour, Pratibha Kumari, Reza Azad, Dorit Merhof:
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation. CoRR abs/2404.05102 (2024) - [i44]Moein Heidari, Sina Ghorbani Kolahi, Sanaz Karimijafarbigloo, Bobby Azad, Afshin Bozorgpour, Soheila Hatami, Reza Azad, Ali Diba, Ulas Bagci, Dorit Merhof, Ilker Hacihaliloglu:
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis. CoRR abs/2406.03430 (2024) - [i43]Sina Ghorbani Kolahi, Seyed Kamal Chaharsooghi, Toktam Khatibi
MSA2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation. CoRR abs/2407.21640 (2024) - [i42]Moein Heidari, Reza Rezaeian, Reza Azad, Dorit Merhof, Hamid Soltanian-Zadeh, Ilker Hacihaliloglu:
Single-Layer Learnable Activation for Implicit Neural Representation (SL2A-INR). CoRR abs/2409.10836 (2024) - 2023
- [j5]Anubha Gupta
SegPC-2021: A challenge & dataset on segmentation of Multiple Myeloma plasma cells from microscopic images. Medical Image Anal. 83: 102677 (2023) - [j4]Amirhossein Kazerouni
Diffusion models in medical imaging: A comprehensive survey. Medical Image Anal. 88: 102846 (2023) - [c22]Abin Jose, Rijo Roy, Dennis Eschweiler, Ina Laube, Reza Azad, Daniel Moreno-Andrés, Johannes Stegmaier:
End-to-End Classification of Cell-Cycle Stages with Center-Cell Focus Tracker Using Recurrent Neural Networks. ICASSP 2023: 1-5 - [c21]Amirali Molaei, Amirhossein Aminimehr, Armin Tavakoli, Amirhossein Kazerouni, Bobby Azad, Reza Azad, Dorit Merhof:
Implicit Neural Representation in Medical Imaging: A Comparative Survey. ICCV (Workshops) 2023: 2373-2383 - [c20]Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni
Self-supervised Semantic Segmentation: Consistency over Transformation. ICCV (Workshops) 2023: 2646-2655 - [c19]Ehsan Khodapanah Aghdam, Reza Azad, Maral Zarvani, Dorit Merhof:
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation. ISBI 2023: 1-5 - [c18]Reza Azad, René Arimond, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni
DAE-Former: Dual Attention-Guided Efficient Transformer for Medical Image Segmentation. PRIME@MICCAI 2023: 83-95 - [c17]Afshin Bozorgpour, Yousef Sadegheih, Amirhossein Kazerouni
DermoSegDiff: A Boundary-Aware Segmentation Diffusion Model for Skin Lesion Delineation. PRIME@MICCAI 2023: 146-158 - [c16]Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof:
Self-supervised Few-Shot Learning for Semantic Segmentation: An Annotation-Free Approach. PRIME@MICCAI 2023: 159-171 - [c15]Reza Azad, Amirhossein Kazerouni
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection. MICCAI (3) 2023: 736-746 - [c14]Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Dorit Merhof:
MS-Former: Multi-Scale Self-Guided Transformer for Medical Image Segmentation. MIDL 2023: 680-694 - [c13]Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Saeed Ebadollahi, Dorit Merhof:
MMCFormer: Missing Modality Compensation Transformer for Brain Tumor Segmentation. MIDL 2023: 1144-1162 - [c12]Reza Azad, Amirhossein Kazerouni
Unlocking Fine-Grained Details with Wavelet-Based High-Frequency Enhancement in Transformers. MLMI@MICCAI (1) 2023: 207-216 - [c11]Moein Heidari, Amirhossein Kazerouni
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation. WACV 2023: 6191-6201 - [i41]Reza Azad, Amirhossein Kazerouni
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review. CoRR abs/2301.03505 (2023) - [i40]Reza Azad, Yiwei Jia, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof:
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach. CoRR abs/2301.10847 (2023) - [i39]Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof:
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach. CoRR abs/2307.14446 (2023) - [i38]Amirali Molaei, Amirhossein Aminimehr, Armin Tavakoli, Amirhossein Kazerouni, Bobby Azad, Reza Azad, Dorit Merhof:
Implicit Neural Representation in Medical Imaging: A Comparative Survey. CoRR abs/2307.16142 (2023) - [i37]Afshin Bozorgpour, Yousef Sadegheih, Amirhossein Kazerouni
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation. CoRR abs/2308.02959 (2023) - [i36]Reza Azad, Amirhossein Kazerouni
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers. CoRR abs/2308.13442 (2023) - [i35]Reza Azad, Amirhossein Kazerouni
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection. CoRR abs/2309.00108 (2023) - [i34]Reza Azad, Leon Niggemeier, Michael Huttemann, Amirhossein Kazerouni
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation. CoRR abs/2309.00121 (2023) - [i33]Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni
Self-supervised Semantic Segmentation: Consistency over Transformation. CoRR abs/2309.00143 (2023) - [i32]Bobby Azad, Reza Azad, Sania Eskandari, Afshin Bozorgpour, Amirhossein Kazerouni
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision. CoRR abs/2310.18689 (2023) - [i31]Amirhossein Kazerouni
INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings. CoRR abs/2310.18846 (2023) - [i30]Afshin Bozorgpour, Bobby Azad, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
HCA-Net: Hierarchical Context Attention Network for Intervertebral Disc Semantic Labeling. CoRR abs/2311.12486 (2023) - [i29]Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning. CoRR abs/2311.12617 (2023) - [i28]Amirhossein Kazerouni
FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation. CoRR abs/2311.13069 (2023) - [i27]Reza Azad, Moein Heidari, Kadir Yilmaz, Michael Hüttemann, Sanaz Karimijafarbigloo, Yuli Wu, Anke Schmeink, Dorit Merhof:
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook. CoRR abs/2312.05391 (2023) - [i26]Pratibha Kumari, Joohi Chauhan, Afshin Bozorgpour, Reza Azad, Dorit Merhof:
Continual Learning in Medical Imaging Analysis: A Comprehensive Review of Recent Advancements and Future Prospects. CoRR abs/2312.17004 (2023) - 2022
- [j3]Reza Azad
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model. IEEE Access 10: 108205-108215 (2022) - [c10]Reza Azad, Moein Heidari, Julien Cohen-Adad, Ehsan Adeli
Intervertebral Disc Labeling with Learning Shape Information, a Look once Approach. PRIME@MICCAI 2022: 49-59 - [c9]Reza Azad, Moein Heidari, Moein Shariatnia
TransDeepLab: Convolution-Free Transformer-Based DeepLab v3+ for Medical Image Segmentation. PRIME@MICCAI 2022: 91-102 - [c8]Reza Azad, Moein Heidari, Yuli Wu
Contextual Attention Network: Transformer Meets U-Net. MLMI@MICCAI 2022: 377-386 - [c7]Reza Azad, Nika Khosravi, Dorit Merhof:
SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities. MIDL 2022: 48-62 - [i25]Reza Azad, Moein Heidari, Yuli Wu, Dorit Merhof:
Contextual Attention Network: Transformer Meets U-Net. CoRR abs/2203.01932 (2022) - [i24]Reza Azad, Nika Khosravi, Mohammad Dehghanmanshadi, Julien Cohen-Adad, Dorit Merhof:
Medical Image Segmentation on MRI Images with Missing Modalities: A Review. CoRR abs/2203.06217 (2022) - [i23]Reza Azad, Moein Heidari, Julien Cohen-Adad, Ehsan Adeli, Dorit Merhof:
Intervertebral Disc Labeling With Learning Shape Information, A Look Once Approach. CoRR abs/2204.02943 (2022) - [i22]Reza Azad, Nika Khosravi, Dorit Merhof:
SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities. CoRR abs/2204.02961 (2022) - [i21]Moein Heidari, Amirhossein Kazerouni
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation. CoRR abs/2207.08518 (2022) - [i20]Reza Azad, Mohammad T. Al-Antary, Moein Heidari, Dorit Merhof:
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model. CoRR abs/2207.13415 (2022) - [i19]Reza Azad, Moein Heidari, Moein Shariatnia, Ehsan Khodapanah Aghdam, Sanaz Karimijafarbigloo, Ehsan Adeli, Dorit Merhof:
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation. CoRR abs/2208.00713 (2022) - [i18]Ehsan Khodapanah Aghdam, Reza Azad, Maral Zarvani, Dorit Merhof:
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation. CoRR abs/2210.16898 (2022) - [i17]Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Moein Heidari, Reza Azad, Mohsen Fayyaz, Ilker Hacihaliloglu, Dorit Merhof:
Diffusion Models for Medical Image Analysis: A Comprehensive Survey. CoRR abs/2211.07804 (2022) - [i16]Reza Azad, Ehsan Khodapanah Aghdam, Amelie Rauland, Yiwei Jia, Atlas Haddadi Avval, Afshin Bozorgpour, Sanaz Karimijafarbigloo, Joseph Paul Cohen, Ehsan Adeli, Dorit Merhof:
Medical Image Segmentation Review: The success of U-Net. CoRR abs/2211.14830 (2022) - [i15]Reza Azad, René Arimond, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Dorit Merhof:
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation. CoRR abs/2212.13504 (2022) - 2021
- [j2]Amin Alvanchi
A critical study of the existing issues in manufacturing maintenance systems: Can BIM fill the gap? Comput. Ind. 131: 103484 (2021) - [c6]Afshin Bozorgpour, Reza Azad, Eman Showkatian
Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images. COMPAY@MICCAI 2021: 47-56 - [c5]Reza Azad, Afshin Bozorgpour, Maryam Asadi-Aghbolaghi, Dorit Merhof, Sergio Escalera
Deep Frequency Re-calibration U-Net for Medical Image Segmentation. ICCVW 2021: 3267-3276 - [c4]Reza Azad, Lucas Rouhier, Julien Cohen-Adad:
Stacked Hourglass Network with a Multi-level Attention Mechanism: Where to Look for Intervertebral Disc Labeling. MLMI@MICCAI 2021: 406-415 - [c3]Reza Azad, Abdur R. Fayjie, Claude Kauffmann, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz:
On the Texture Bias for Few-Shot CNN Segmentation. WACV 2021: 2673-2682 - [i14]Afshin Bozorgpour, Reza Azad, Eman Showkatian
Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images. CoRR abs/2105.06238 (2021) - [i13]Reza Azad, Lucas Rouhier, Julien Cohen-Adad:
Stacked Hourglass Network with a Multi-level Attention Mechanism: Where to Look for Intervertebral Disc Labeling. CoRR abs/2108.06554 (2021) - 2020
- [c2]Reza Azad
Attention Deeplabv3+: Multi-level Context Attention Mechanism for Skin Lesion Segmentation. ECCV Workshops (1) 2020: 251-266 - [i12]Reza Azad, Abdur R. Fayjie, Claude Kauffmann, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz:
On the Texture Bias for Few-Shot CNN Segmentation. CoRR abs/2003.04052 (2020) - [i11]Maryam Asadi-Aghbolaghi, Reza Azad, Mahmood Fathy, Sergio Escalera:
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation. CoRR abs/2003.05056 (2020) - [i10]Abdur R. Fayjie, Reza Azad, Marco Pedersoli, Claude Kauffmann, Ismail Ben Ayed, Jose Dolz:
Semi-supervised few-shot learning for medical image segmentation. CoRR abs/2003.08462 (2020)
2010 – 2019
- 2019
- [j1]Reza Azad
Dynamic 3D Hand Gesture Recognition by Learning Weighted Depth Motion Maps. IEEE Trans. Circuits Syst. Video Technol. 29(6): 1729-1740 (2019) - [c1]Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera:
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions. ICCV Workshops 2019: 406-415 - [i9]Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera:
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions. CoRR abs/1909.00166 (2019) - 2014
- [i8]Reza Azad, Babak Azad, Iman Tavakoli Kazerooni:
Optimized Method for Iranian Road Signs Detection and recognition system. CoRR abs/1407.5324 (2014) - [i7]Reza Azad, Fatemeh Davami:
A robust and adaptable method for face detection based on Color Probabilistic Estimation Technique. CoRR abs/1407.6318 (2014) - [i6]Reza Azad, Majid Nazari:
Novel and Automatic Parking Inventory System Based on Pattern Recognition and Directional Chain Code. CoRR abs/1407.6321 (2014) - [i5]Reza Azad, Babak Azad, Hamid Reza Shayegh:
Real-Time and Efficient Method for Accuracy Enhancement of Edge Based License Plate Recognition System. CoRR abs/1407.6498 (2014) - [i4]Reza Azad, Hamid Reza Shayegh:
Novel and Tuneable Method for Skin Detection Based on Hybrid Color Space and Color Statistical Features. CoRR abs/1407.6506 (2014) - [i3]Reza Azad, Hamid Reza Shayegh:
New Method for Optimization of License Plate Recognition system with Use of Edge Detection and Connected Component. CoRR abs/1407.6510 (2014) - [i2]Reza Azad, Babak Azad, Nabil Belhaj Khalifa, Shahram Jamali:
Real-Time Human-Computer Interaction Based on Face and Hand Gesture Recognition. CoRR abs/1408.1549 (2014) - [i1]Reza Azad, Babak Azad, Iman Tavakoli Kazerooni:
Real-Time and Robust Method for Hand Gesture Recognition System Based on Cross-Correlation Coefficient. CoRR abs/1408.1759 (2014)
Coauthor Index
[j7] [j6] [c28] [c27] [c26] [c25] [c24] [c23] [i46] [i45] [i44] [i43] [i42] [j5] [j4] [c21] [c20] [c19] [c18] [c17] [c16] [c15] [c14] [c13] [c12] [c11] [i41] [i40] [i39] [i38] [i37] [i36] [i35] [i34] [i33] [i32] [i31] [i30] [i29] [i28] [i27] [i26] [j3] [c10] [c9] [c8] [c7] [i25] [i24] [i23] [i22] [i21] [i20] [i19] [i18] [i17] [i16] [i15] [c5]
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