Cover Image

Clinical utility of foundation models in musculoskeletal MRI for biomarker fidelity and predictive outcomes

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hoyer, Gabrielle, Tong, Michelle W, Bhattacharjee, Rupsa, Pedoia, Valentina, Majumdar, Sharmila
Format:	Preprint
Published:	2025
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Foundations of a Knee Joint Digital Twin from qMRI Biomarkers for Osteoarthritis and Knee Replacement
by: Hoyer, Gabrielle, et al.
Published: (2025)

The object detection method aids in image reconstruction evaluation and clinical interpretation of meniscal abnormalities
by: Konovalova, Natalia, et al.
Published: (2024)

Towards a vision foundation model for comprehensive assessment of Cardiac MRI
by: Jacob, Athira J, et al.
Published: (2024)

Are foundation models efficient for medical image segmentation?
by: Ferreira, Danielle, et al.
Published: (2023)

Framework of a multiscale data-driven DT of the musculoskeletal system
by: Paccini, Martina, et al.
Published: (2025)

A texture-based framework for foundational ultrasound models
by: Grutman, Tal, et al.
Published: (2026)

Tissue Concepts: supervised foundation models in computational pathology
by: Nicke, Till, et al.
Published: (2024)

Beyond the LUMIR challenge: The pathway to foundational registration models
by: Chen, Junyu, et al.
Published: (2025)

Validation of musculoskeletal segmentation model with uncertainty estimation for bone and muscle assessment in hip-to-knee clinical CT images
by: Soufi, Mazen, et al.
Published: (2024)

A physics-informed foundation model for quantitative diffusion MRI
by: Li, Zihan, et al.
Published: (2026)

Benchmarking foundation models as feature extractors for weakly-supervised computational pathology
by: Neidlinger, Peter, et al.
Published: (2024)

A foundation model for generalizable disease diagnosis in chest X-ray images
by: Xu, Lijian, et al.
Published: (2024)

NeuroClips: Towards High-fidelity and Smooth fMRI-to-Video Reconstruction
by: Gong, Zixuan, et al.
Published: (2024)

Quantifying uncertainty in lung cancer segmentation with foundation models applied to mixed-domain datasets
by: Rangnekar, Aneesh, et al.
Published: (2024)

Learning biologically relevant features in a pathology foundation model using sparse autoencoders
by: Le, Nhat Minh, et al.
Published: (2024)

An integrated language-vision foundation model for conversational diagnostics and triaging in primary eye care
by: Da Soh, Zhi, et al.
Published: (2025)

Clinically-aligned ischemic stroke segmentation and ASPECTS scoring on NCCT imaging using a slice-gated loss on foundation representations
by: Azeem, Hiba, et al.
Published: (2026)

Higher fidelity perceptual image and video compression with a latent conditioned residual denoising diffusion model
by: Brenig, Jonas, et al.
Published: (2025)

Clinically Feasible Diffusion Reconstruction for Highly-Accelerated Cardiac Cine MRI
by: Qiu, Shihan, et al.
Published: (2024)

Vestibular schwannoma growth prediction from longitudinal MRI by time conditioned neural fields
by: Chen, Yunjie, et al.
Published: (2024)

Leveraging Clinical Text and Class Conditioning for 3D Prostate MRI Generation
by: Grabke, Emerson P., et al.
Published: (2025)

Automated MRI Quality Assessment of Brain T1-weighted MRI in Clinical Data Warehouses: A Transfer Learning Approach Relying on Artefact Simulation
by: Loizillon, Sophie, et al.
Published: (2024)

An effective interactive brain cytoarchitectonic parcellation framework using pretrained foundation model
by: Zhang, Shiqi, et al.
Published: (2026)

Large-scale modality-invariant foundation models for brain MRI analysis: Application to lesion segmentation
by: Koutsouvelis, Petros, et al.
Published: (2025)

Mind the Detail: Uncovering Clinically Relevant Image Details in Accelerated MRI with Semantically Diverse Reconstructions
by: Morshuis, Jan Nikolas, et al.
Published: (2025)

BPD-Neo: An MRI Dataset for Lung-Trachea Segmentation with Clinical Data for Neonatal Bronchopulmonary Dysplasia
by: Saluja, Rachit, et al.
Published: (2025)

Rectified flow-based prediction of post-treatment brain MRI from pre-radiotherapy priors for patients with glioma
by: Huisman, Selena, et al.
Published: (2026)

Implicit Neural Representation-Based MRI Reconstruction Method with Sensitivity Map Constraints
by: Rao, Lixuan, et al.
Published: (2025)

Segment anything model (SAM) for brain extraction in fMRI studies
by: Chenna, Dwith, et al.
Published: (2024)

Converting T1-weighted MRI from 3T to 7T quality using deep learning
by: Gicquel, Malo, et al.
Published: (2025)

Deep Radiomics Detection of Clinically Significant Prostate Cancer on Multicenter MRI: Initial Comparison to PI-RADS Assessment
by: Nketiah, G. A., et al.
Published: (2024)

Going beyond explainability in multi-modal stroke outcome prediction models
by: Brändli, Jonas, et al.
Published: (2025)

Temporal Neural Cellular Automata: Application to modeling of contrast enhancement in breast MRI
by: Lang, Daniel M., et al.
Published: (2025)

Cross-Shaped Windows Transformer with Self-supervised Pretraining for Clinically Significant Prostate Cancer Detection in Bi-parametric MRI
by: Li, Yuheng, et al.
Published: (2023)

A Deep-Learning-Based Label-free No-Reference Image Quality Assessment Metric: Application in Sodium MRI Denoising
by: Yuan, Shuaiyu, et al.
Published: (2024)

PixCell: A generative foundation model for digital histopathology images
by: Yellapragada, Srikar, et al.
Published: (2025)

HistoEncoder: a digital pathology foundation model for prostate cancer
by: Pohjonen, Joona, et al.
Published: (2024)

Imaging foundation model for universal enhancement of non-ideal measurement CT
by: Ge, Rongjun, et al.
Published: (2024)

RedDino: A foundation model for red blood cell analysis
by: Zedda, Luca, et al.
Published: (2025)

A Tutorial on MRI Reconstruction: From Modern Methods to Clinical Implications
by: Çukur, Tolga, et al.
Published: (2025)