Magnetic Resonance Imaging

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Period ending 2026-09-21

11 new papers

A weekly snapshot of new work published in Magnetic Resonance Imaging.

Period ending 2026-09-14

9 new papers

A weekly snapshot of new work published in Magnetic Resonance Imaging.

Period ending 2026-09-07

7 new papers

A weekly snapshot of new work published in Magnetic Resonance Imaging.

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351 papers

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  1. Temporal Generalization in fNIRS-Based Autism Classification: A Cross-Time-Window Transfer Benchmark

    Aug 3, 2026Marios Petrov, Sahana Vinayak, Targol Bakhtiarvand +4Autism Spectrum DisorderInter-Subject Variability

  2. Confident but Unreliable: A Behavioral Safety Audit of Vision-Language Models on Brain MRI

    Aug 3, 2026Amir Sabbaghziarani, Mohammadsajad Abavisani, Sergey PlisMedical Vision-Language ModelsMedical Imaging

  3. Implicit Neural Representations for Multimodal Longitudinal Image Imputation and Interpolation

    Aug 3, 2026Sina Wendrich, Lukas Förner, Zoe Reinke +5Magnetic Resonance ImagingInterpolation

  4. Protocol generalisation for brain tissue microstructure estimation via hypernetwork-controlled geometric deep learning

    Aug 3, 2026Andrea Brigliadori, Leevi Kerkela, Hui ZhangGeometric Deep LearningMagnetic Resonance Imaging

  5. CORTIVA: Candidate-Score Fusion of Complementary Visual Teachers for EEG- and MEG-to-Image Retrieval

    Aug 2, 2026Junhan Wang, Kani ChenBrain Magnetic Resonance ImagingComposed Image Retrieval

  6. MedSAM2-Anatomy: Training-Free Inference-Time Optimization for Musculoskeletal Segmentation

    Jul 31, 2026John Garcia Henao, Nicholas Bünger, Benedikt Herzog +11Medical Image SegmentationSegmentation Model

  7. Dense Temporal Contrast Synthesis via Conditioned Latent Transport

    Jul 31, 2026Smriti Joshi, Apostolia Tsirikoglou, Daniel M. Lang +15Magnetic Resonance ImagingMedical Image Generation

  8. A Unified Benchmark of Deep Learning Models for Multi-task 3D Brain Tumor Segmentation from Magnetic Resonance Imaging

    Jul 30, 2026Diego J. Torrejón, Luna Y. Hernández, Javier SánchezBrain Tumor SegmentationMagnetic Resonance Imaging

  9. CyberNeuro: A Privacy-Preserving Agentic Workbench for Cohort-Scale Neuroimage and Clinical Data Analysis

    Jul 30, 2026Ran Ren, Junhong Tong, Yunxi Kong +10Neuroimaging ModelsAgentic Workflows

  10. NeuroPilot: An Agent-Driven Smart Pipeline for Processing, Quality Control, and Managing Neuroimages

    Jul 30, 2026Yiyao Chen, Yucheng Li, Jungong Tong +7Neuroimaging ModelsPilot

  11. Do Medical Foundation Models Generalize on the African Brain?

    Jul 30, 2026Kaouther Mouheb, Gonzalo Esteban Mosquera Rojas, Juancito van Leeuwen +2Neuroimaging ModelsWireless Foundation Models

  12. Towards Practical Algorithm Selection for Unsupervised Domain Adaptation in Medical Imaging

    Jul 30, 2026Yiheng Xiong, Luisa Gallée, Daniel Santak Wolf +2Domain AdaptationU-Net

  13. DS@GT ARC at MEDIQA-CORE-Task-1 2026: Trimodal Model Fusion with Task-Specific Gates for Brain Tumor Subtype Classification

    Jul 30, 2026Hoang Thanh Thanh Truong, Charles R. ClarkBrain Tumor ClassificationMultimodal Fusion

  14. ProgFormer: Hierarchical Voxel Diffusion Transformer for Longitudinal Brain MRI Prediction

    Jul 30, 2026Dexuan Ding, Yuankai Qi, Luping Zhou +3Magnetic Resonance ImagingVoxel

  15. MPP-GNN: Subject-Adaptive Community Detection for fMRI-Based Alzheimer's Disease Classification

    Jul 29, 2026Yang Zhang, Xiao Zhou, Jonathan Warrell +3AlzheimerBrain Magnetic Resonance Imaging

  16. K-space Gaussian Representation for Parallel MRI

    Jul 29, 2026Yu Guan, Mingyu Hu, Jiale Hu +3Magnetic Resonance Imaging ReconstructionMagnetic Resonance Imaging

  17. PRISM-Net: Patient-specific reference-guided inter-breast symmetry matching for three-class breast DCE-MRI classification

    Jul 29, 2026Boya Zhang, Shuaiwen Zhou, Di Kong +7MammographyMagnetic Resonance Imaging

  18. Dementia Etiology Diagnosis via Collaborative Meta Knowledge Enhancement

    Jul 24, 2026Siyuan Du, Mengxi Chen, Xinyang Jiang +6AlzheimerMultimodal Clinical Data

  19. Real-time Reconstruction of Human Visual Perception from fMRI

    Jul 23, 2026Rishab S. Iyer, Jiaxin Cindy Tu, Cesar Kadir Torrico Villanueva +10Brain Magnetic Resonance ImagingVisual Perception

  20. SHFormer: Dynamic Spectral Filtering Convolutional Neural Network and High-pass Kernel Generation Transformer for Adaptive MRI Reconstruction

    Jul 22, 2026Sriprabha Ramanarayanan, Rahul G. S., Mohammad Al Fahim +3Magnetic Resonance Imaging ReconstructionMagnetic Resonance Imaging

  21. Frequency-Hierarchical Active k-Space Sampling for Diagnostic MRI

    Jul 22, 2026Ruru Xu, Kian Anvari Hamedani, Zhikai Yang +1Adaptive SamplingMagnetic Resonance Imaging

  22. PhenSPINE: A Standardized Benchmark for Spine Pathology Diagnosis

    Jul 22, 2026Duong Ngoc Vu, Hai Son Nguyen, Trong-Nghia Nguyen +4Cervical SpineMedical Imaging Datasets

  23. Spiking Neural Networks for fMRI-Based Visual Semantic Decoding

    Jul 21, 2026Jiahong Zhang, Jinning Zhao, Sijun Shen +3Spiking Neural NetworksBrain Magnetic Resonance Imaging

  24. MIRAGE: Multi-scale Lesion-Informed Representation with Auxiliary Guidance for MRI Contrast Enhancement

    Jul 21, 2026Andrea Borghesi, Xin Wang, Jonas Teuwen +1Adaptive Histogram EqualizationLesion

  25. Posterior Samplings are Missing Modalities Generators for Medical Image Translation

    Jul 21, 2026Jonghun KimMissing ModalitiesMedical Image Generation

  26. SAMRI-3D: Adapting SAM2 for 3D MRI Segmentation with Global Volume Tokens

    Jul 20, 2026Zhao Wang, Wei Dai, Hongfu Sun +2Magnetic Resonance ImagingSegment Anything Model

  27. BrainNext: A General-Purpose Self-Supervised Foundation Model for Brain MRI Analysis

    Jul 20, 2026Moona Mazher, Abdul Qayyum, Steven A. Niederer +1Neuroimaging ModelsWireless Foundation Models

  28. Kernel Regression with Tensor Trains and Hadamard Overparameterization

    Jul 19, 2026Duc Thien Nguyen, Konstantinos Slavakis, Eleftherios Kofidis +1TensorOver-Parameterized Neural Networks

  29. DRIFT: Difficulty-aware Rectified Flows for Through-plane MRI Super-Resolution

    Jul 18, 2026Yoonseok Choi, Eun-Gyu Ha, Daniel Kim +3Magnetic Resonance ImagingRectified Flow

  30. Benchmarking MRI Representations for Deep Learning-Based Focal Cortical Dysplasia Segmentation

    Jul 17, 2026Soumen Ghosh, John Phamnguyen, Amit Soni Arya +3Magnetic Resonance ImagingLesion

  31. Frequency-Structured Field Learning for Light-Field Disparity Estimation

    Jul 16, 2026Sara Monji-Azad, Yulin Liu, Jürgen HesserEpipolar StructuresWireless Radiance Field

  32. Multi-LLM Collaborative MRI Report Generation for Visual Instruction Tuning in Brain Oncology

    Jul 16, 2026Sinyoung Ra, Jonghun Kim, Hyunjin ParkMedical Vision-Language ModelsMagnetic Resonance Imaging

  33. RegionFM: Interpretable Region-Based Brain MRI Classification Using Foundation Model Embeddings

    Jul 15, 2026Wei ZhangBrain Magnetic Resonance ImagingLogistic Regression

  34. TRACE-PCa: Predicting Prostate Cancer Progression from Longitudinal MRI During Active Surveillance

    Jul 15, 2026Hongye Zeng, Shreeram Athreya, Dingyuan Dai +4PrognosticsLesion Segmentation

  35. Physically Aware Radiomics Without Interpolation: Disentangling Voxel Geometry and Signal Modification in CT and MRI

    Jul 14, 2026David Corral Fontecha, Juan Miranda Bautista, Pablo Menendez Fernández-Miranda +3RadiomicsMagnetic Resonance Imaging

  36. The Capacity of Thought: Benchmarking Llama 3.2 in Semantic fMRI Neural Language Decoding and Improving the Huth Encoding-Model Baseline

    Jul 13, 2026Milos Suvakovic, Dom Marhoefer, Glenn Grant-Richards +1Brain Magnetic Resonance ImagingLarge Language Model Decoder

  37. Imputation-free transformer learning enables robust Alzheimer's disease prediction and calibrated uncertainty quantification across heterogeneous clinical cohorts

    Jul 13, 2026Christelle Schneuwly Diaz, Narmina Baghirova, Duy-Thanh Vu +4AlzheimerImputation

  38. SpikeDS: Dual Sparsity Spikformer for Perineural Invasion Prediction in 3D MRI

    Jul 13, 2026Induk Um, Youngung Han, Kyeonghun Kim +14Binary SpikesSparsity

  39. Diffusion MRI preprocessing affects ADC estimation and automatic PI-RADS v2.1 classification in bi-parametric prostate MRI

    Jul 13, 2026Christos Kanakis, Mathias Perslev, Tim Schakel +4RadiomicsMagnetic Resonance Imaging

  40. Metadata Supervised Imaging Representations for Modelling and Controlling Acquisition Variability

    Jul 13, 2026Mehmet Yigit Avci, Pedro Borges, Virginia Fernandez +5Magnetic Resonance ImagingAnatomy

  41. LoSA-Net: A Localized and Scale-Adaptive Network for Boundary-Sensitive Prediction of Perineural Invasion in 3D MRI

    Jul 13, 2026Youngung Han, Hyunsu Go, Kyeonghun Kim +9Magnetic Resonance Imaging

  42. MMA-Former: Multi-Window Mixture-of-Head Attention Transformer for Adaptive PNI Prediction in 3D MRI

    Jul 13, 2026Youngung Han, Induk Um, Kyeonghun Kim +9Magnetic Resonance ImagingProgressive Attention Fusion

  43. Fast Whole-Brain, Geometry-Aware Functional Alignment for Cross-Subject Decoding

    Jul 12, 2026Pierre-Louis Barbarant, Florent Meyniel, Bertrand ThirionBrain Magnetic Resonance ImagingHuman Visual Cortex

  44. Contrastive Joint-Embedding Prediction for Representation Learning in Structural MRI

    Jul 12, 2026Fabian Mager, Lars Kai HansenMagnetic Resonance ImagingJoint-Embedding Predictive Architectures

  45. Progression as Latent Drift: Generative Forecasting of Slow-Evolving Pathologies

    Jul 9, 2026Yuxiang Feng, Juncheng Wang, Chao Xu +7Identity-Conditioned Latent Diffusion ModelsLatent Bridge Matching

  46. Cardiac MRI Through-Plane Super-Resolution Guided by Reference and Memory

    Jul 8, 2026Shaoming Pan, Chenchuhui Hu, Leon Axel +1Cardiac Magnetic Resonance ImagingMagnetic Resonance Imaging

  47. AA-ViT: Anatomically Aware Vision Transformer with Structural and Frequency Guidance for Contrast Enhanced Brain MRI Synthesis

    Jul 8, 2026Talha Meraj, Tom Flannery, Charlie Cummins +6Magnetic Resonance ImagingSelf-Supervised Vision Transformers

  48. MVMGNN;Multi-View Masked Graph Neural Network for Alzheimer's Disease Diagnosis using Structural MRI

    Jul 8, 2026Ni Yao, Zhenxu Wang, Danyang Sun +6AlzheimerHuman Brain Networks

  49. AT-Attn: Temporal-Aware Cross-Attention for Longitudinal Multimodal Alzheimer's Disease Diagnosis

    Jul 8, 2026Xinyue Du, Yibo Liu, Zhenglei Zhou +3AlzheimerMultimodal Clinical Data

  50. Latent graph encoding of multimodal neuroimaging features with generative AI architectures

    Jul 8, 2026Ishaan Batta, Meenu Ajith, Vince CalhounBrain Magnetic Resonance ImagingVariational Autoencoder

  51. PhyMRI-SR: Toward Physics-Aware MRI Image Super-Resolution

    Jul 7, 2026Lihua Wei, Huatong Gao, Jia Gong +4Magnetic Resonance Imaging

  52. WING: A Window-Prior-Based Generative Network with Gated Inception for Cross-Modality CT Synthesis

    Jul 7, 2026Siyuan Mei, Yan Xia, Yipeng Sun +7RadiotherapyMedical Image Generation

  53. Self-Supervised Implicit CEST Reconstruction via Physics-Informed Lorentz Encoding

    Jul 7, 2026Dexuan Li, Yupeng Wu, Chenglong Wang +4Magnetic Resonance Imaging ReconstructionImplicit Neural Representations

  54. KOAL: Knowledge-Driven Prostate Cancer Grading with Ordinal-Aware Learning

    Jul 7, 2026Zheng Guo, Jiaqi Cui, Haocheng Xiong +5Multiple Instance LearningMagnetic Resonance Imaging

  55. CenSynCMB: Centre Maps and Physics-Guided Synthesis for Microbleed Detection

    Jul 6, 2026Lucas He, Hanyuan Zhang, Krinos Li +7Magnetic Resonance ImagingPhysics-Guided Deep Learning Framework

  56. Be Indiscrete: The Benefits of Learning Continuous Spine Degeneration Severity Scores

    Jul 6, 2026Maria Monzon, Andrew Zisserman, Robin Y. Park +2Cervical SpineCalibrated Severity

  57. Cross-Subject Modeling for Widefield Calcium Imaging via Atlas-Aligned Spatiotemporal Tokenization

    Jul 5, 2026Mohammad Hosseini, Eray Erturk, Saba Hashemi +1Neuroimaging ModelsCross-Subject

  58. Enhancing Implicit Neural Representations with Image Feature Embedding for Unsupervised Cardiac Cine MRI Reconstruction

    Jul 5, 2026Donghang Lyu, Marius Staring, Yiming Dong +3Magnetic Resonance ImagingImplicit Neural Representations

  59. Rethinking Brain Decoding with CLIP: The Role of Adversarial Robustness

    Jul 3, 2026Byeongseo Bok, Futa Waseda, Jun Liu +1Brain Magnetic Resonance ImagingBrain

  60. Harmonic-Aware Transformer for Real-Time Catheter Localization in Interventional Procedures of Magnetic Particle Imaging

    Jul 3, 2026Abuobaida M. Khair, Wenjing Jiang, Xiaoli Yang +2Catheter Tip TrackingMagnetic Resonance Imaging Reconstruction