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D. Merhof · SciRah

Researcher profile · Semantic Scholar

D. Merhof

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D. Merhof — researcher profile on SciRah

h-index: 48
Works: 424
Citations: 15K

Most-cited papers

Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review
Reza Azad, A. Kazerouni, Moein Heidari, E. K. Aghdam +5 more
2023Medical Image Anal.484 citations Open access
Semantic Scholar
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation
Moein Heidari, A. Kazerouni, M. Soltany, Reza Azad +3 more
2022IEEE Workshop/Winter Conference on Applications of Computer Vision416 citations Open access
Semantic Scholar
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation
Reza Azad, Leon Niggemeier, Michael Hüttemann, A. Kazerouni +4 more
2023IEEE Workshop/Winter Conference on Applications of Computer Vision203 citations Open access
Semantic Scholar
Implicit Neural Representation in Medical Imaging: A Comparative Survey
Amir Molaei, Amirhossein Aminimehr, A. Tavakoli, A. Kazerouni +3 more
20232023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)193 citations Open access
Semantic Scholar
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation
Reza Azad, Moein Heidari, M. Shariatnia, E. K. Aghdam +3 more
2022PRIME@MICCAI192 citations Open access
Semantic Scholar
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision
Bobby Azad, Reza Azad, Sania Eskandari, Afshin Bozorgpour +3 more
2023arXiv.org140 citations
Semantic Scholar
Mosquito brains encode unique features of human odour to drive host seeking
Zhilei Zhao, Jessica L. Zung, Annika Hinze, A. Kriete +8 more
2022Nature114 citations Open access
Semantic Scholar
Overcoming data scarcity in biomedical imaging with a foundational multi-task model
Raphael Schäfer, Till Nicke, H. Höfener, Annkristin Lange +5 more
2023Nature Computational Science111 citations Open access
Semantic Scholar
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook
Reza Azad, Moein Heidari, Kadir Yilmaz, Michael Hüttemann +4 more
2023arXiv.org99 citations
Semantic Scholar
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation
Afshin Bozorgpour, Yousef Sadegheih, A. Kazerouni, Reza Azad +1 more
2023PRIME@MICCAI71 citations Open access
Semantic Scholar
Medical Image Segmentation on MRI Images with Missing Modalities: A Review
Reza Azad, Nika Khosravi, Mohammad Dehghanmanshadi, J. Cohen-Adad +1 more
2022arXiv.org62 citations Open access
Semantic Scholar
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach
Reza Azad, Yiwei Jia, E. K. Aghdam, J. Cohen-Adad +1 more
2023arXiv.org60 citations Open access
Semantic Scholar
Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?
P. Bassi, Wen-Xuan Li, Yu-Cheng Tang, F. Isensee +49 more
2024Neural Information Processing Systems51 citations
Semantic Scholar
INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings
A. Kazerouni, Reza Azad, Alireza Hosseini, D. Merhof +1 more
2023IEEE Workshop/Winter Conference on Applications of Computer Vision49 citations Open access
Semantic Scholar
Continual learning in medical image analysis: A comprehensive review of recent advancements and future prospects
Pratibha Kumari, Joohi Chauhan, Afshin Bozorgpour, Bo-Qiang Huang +2 more
2023Medical Image Anal.47 citations Open access
Semantic Scholar
M cell maturation and cDC activation determine the onset of adaptive immune priming in the neonatal Peyer’s patch
N. Torow, Rong-Hui Li, Thomas C. A. Hitch, C. Mingels +24 more
2023Immunity46 citations Open access
Semantic Scholar
MMCFormer: Missing Modality Compensation Transformer for Brain Tumor Segmentation
Sanaz Karimijafarbigloo, Reza Azad, A. Kazerouni, Saeed Ebadollahi +1 more
2023International Conference on Medical Imaging with Deep Learning44 citations
Semantic Scholar
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection
Reza Azad, A. Kazerouni, Babak Azad, E. K. Aghdam +3 more
2023International Conference on Medical Image Computing and Computer-Assisted Intervention40 citations Open access
Semantic Scholar
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis
Moein Heidari, Sina Ghorbani Kolahi, Sanaz Karimijafarbigloo, Bobby Azad +7 more
2024arXiv.org27 citations
Semantic Scholar
MSA$^2$Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation
Sina Ghorbani Kolahi, S. K. Chaharsooghi, Toktam Khatibi, Afshin Bozorgpour +4 more
202425 citations
Semantic Scholar
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers
Reza Azad, A. Kazerouni, Alaa Sulaiman, Afshin Bozorgpour +3 more
2023MLMI@MICCAI24 citations Open access
Semantic Scholar
Addressing Missing Modality Challenges in MRI Images: A Comprehensive Review
Reza Azad, Mohammad Dehghanmanshadi, Nika Khosravi, Julien Cohen-Adad +1 more
2025Computational Visual Media20 citations Open access
Semantic Scholar
Validation of deep learning techniques for quality augmentation in diffusion MRI for clinical studies
S. Aja-Fernández, Carmen Martín-Martín, Álvaro Planchuelo-Gómez, Abrar Faiyaz +41 more
2023NeuroImage: Clinical20 citations Open access
Semantic Scholar
MS-Former: Multi-Scale Self-Guided Transformer for Medical Image Segmentation
Sanaz Karimijafarbigloo, Reza Azad, A. Kazerouni, D. Merhof
2023International Conference on Medical Imaging with Deep Learning18 citations
Semantic Scholar
Tissue Concepts: supervised foundation models in computational pathology
Till Nicke, Raphael Schäfer, H. Höfener, F. Feuerhake +3 more
2024Comput. Biol. Medicine16 citations Open access
Semantic Scholar
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights
Moein Heidari, Reza Azad, Sina Ghorbani Kolahi, Ren'e Arimond +7 more
2024arXiv.org16 citations
Semantic Scholar
Continual Domain Incremental Learning for Privacy-aware Digital Pathology
Pratibha Kumari, Daniel Reisenbüchler, Lucas Luttner, N. Schaadt +2 more
2024International Conference on Medical Image Computing and Computer-Assisted Intervention16 citations
Semantic Scholar
MedScale-Former: Self-guided multiscale transformer for medical image segmentation
Sanaz Karimijafarbigloo, Reza Azad, A. Kazerouni, D. Merhof
2025Medical Image Anal.15 citations
Semantic Scholar
Refining pain management in mice by comparing multimodal analgesia and NSAID monotherapy for neurosurgical procedures
Anna Munk, Vanessa Philippi, Verena Buchecker, M. Bankstahl +10 more
2024Scientific Reports15 citations Open access
Semantic Scholar
SortedAP: Rethinking evaluation metrics for instance segmentation
Long Chen, Yuli Wu, J. Stegmaier, D. Merhof
20232023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)15 citations Open access
Semantic Scholar
Immune cell infiltration pattern in non-small cell lung cancer PDX models is a model immanent feature and correlates with a distinct molecular and phenotypic make-up
E. Oswald, Daniel Bug, A. Grote, Kanstantsin Lashuk +12 more
2022Journal for ImmunoTherapy of Cancer15 citations Open access
Semantic Scholar
CENet: Context Enhancement Network for Medical Image Segmentation
Afshin Bozorgpour, Sina Ghorbani Kolahi, Reza Azad, I. Hacihaliloglu +1 more
2025International Conference on Medical Image Computing and Computer-Assisted Intervention14 citations
Semantic Scholar
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach
Sanaz Karimijafarbigloo, Reza Azad, D. Merhof
2023PRIME@MICCAI14 citations Open access
Semantic Scholar
Frequency-Domain Refinement of Vision Transformers for Robust Medical Image Segmentation Under Degradation
Sanaz Karimijarbigloo, Sina Ghorbani Kolahi, Reza Azad, Ulas Bagci +1 more
2025IEEE Workshop/Winter Conference on Applications of Computer Vision13 citations
Semantic Scholar
MSA2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation
Sina Ghorbani Kolahi, S. K. Chaharsooghi, Toktam Khatibi, Afshin Bozorgpour +4 more
2024British Machine Vision Conference12 citations
Semantic Scholar
Physics-Inspired Generative Models in Medical Imaging: A Review
D. Hein, Afshin Bozorgpour, D. Merhof, Ge Wang
2024arXiv.org12 citations
Semantic Scholar
Towards substitution of invasive telemetry: An integrated home cage concept for unobtrusive monitoring of objective physiological parameters in rodents
Lucas Mösch, Janosch Kunczik, Lukas Breuer, D. Merhof +9 more
2023bioRxiv12 citations Open access
Semantic Scholar
Physics-Inspired Generative Models in Medical Imaging.
D. Hein, Afshin Bozorgpour, D. Merhof, Ge Wang
2025Annual Review of Biomedical Engineering11 citations Open access
Semantic Scholar
A revised conceptual framework for mouse vomeronasal pumping and stimulus sampling
C. Hamacher, Rudolf Degen, M. Franke, Victoria K. Switacz +13 more
2024Current Biology11 citations Open access
Semantic Scholar
LHU-Net: A Lean Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Segmentation
Yousef Sadegheih, Afshin Bozorgpour, Pratibha Kumari, Reza Azad +1 more
2024International Conference on Medical Image Computing and Computer-Assisted Intervention11 citations Open access
Semantic Scholar
Unsupervised many-to-many stain translation for histological image augmentation to improve classification accuracy
Maryam Berijanian, N. Schaadt, Boqiang Huang, J. Lotz +2 more
2023Journal of Pathology Informatics11 citations Open access
Semantic Scholar
A Deep Learning-based in silico Framework for Optimization on Retinal Prosthetic Stimulation
Yuli Wu, Ivan Karetic, J. Stegmaier, P. Walter +1 more
2023Annual International Conference of the IEEE Engineering in Medicine and Biology Society9 citations
Semantic Scholar
Self-supervised Semantic Segmentation: Consistency over Transformation
Sanaz Karimijafarbigloo, Reza Azad, A. Kazerouni, Yury Velichko +2 more
20232023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)9 citations Open access
Semantic Scholar
A model-specific simplification of the Mouse Grimace Scale based on the pain response of intraperitoneal CCl4 injections
Lisa Ernst, Stefan Bruch, M. Kopaczka, D. Merhof +3 more
2022Scientific Reports9 citations Open access
Semantic Scholar
Domain-incremental white blood cell classification with privacy-aware continual learning
Pratibha Kumari, Afshin Bozorgpour, Daniel Reisenbüchler, Edgar Jost +3 more
2025Scientific Reports8 citations Open access
Semantic Scholar
TransCeption: Enhancing Medical Image Segmentation with an Inception-Like Transformer Design for Efficient Feature Fusion
Reza Azad, Yiwei Jia, E. K. Aghdam, Julien Cohen-Adad +1 more
2025Computational Visual Media8 citations Open access
Semantic Scholar
Spatial Transcriptomics Expression Prediction from Histopathology Based on Cross-Modal Mask Reconstruction and Contrastive Learning
Jun-Zhuo Liu, Markus Eckstein, Zhi-Xiang Wang, F. Feuerhake +1 more
2025bioRxiv7 citations Open access
Semantic Scholar
Top-Down Attention-Based Multiple Instance Learning for Whole Slide Image Analysis
Daniel Reisenbüchler, Rui-Ning Deng, C. Matek, F. Feuerhake +1 more
2025International Conference on Medical Image Computing and Computer-Assisted Intervention6 citations
Semantic Scholar
Segmentation of Brain Metastases in MRI: A Two-Stage Deep Learning Approach with Modality Impact Study
Yousef Sadegheih, D. Merhof
2024PRIME@MICCAI6 citations Open access
Semantic Scholar
Ultra high frequency ultrasound enables real-time visualization of blood supply from chorioallantoic membrane to human autosomal dominant polycystic kidney tissue
Jan Schueler, Jonas Kuenzel, Anna Thuesing, Eric Pion +12 more
2024Scientific Reports6 citations Open access
Semantic Scholar

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