OmniMRI: A Unified Vision--Language Foundation Model for Generalist MRI Interpretation
Fuente:
arXiv
Saved in:
| Main Authors: | He, Xingxin, Rofena, Aurora, Feng, Ruimin, Liao, Haozhe, Zhou, Zhaoye, Jang, Albert, Liu, Fang |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
On the Utility of Foundation Models for Fast MRI: Vision-Language-Guided Image Reconstruction
by: Feng, Ruimin, et al.
Published: (2025)
by: Feng, Ruimin, et al.
Published: (2025)
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation
by: He, Xingxin, et al.
Published: (2025)
by: He, Xingxin, et al.
Published: (2025)
On the Utility of Foundation Models for Fast MRI : Vision‐Language‐Guided Image Reconstruction
by: Ruimin Feng, et al.
Published: (2026)
by: Ruimin Feng, et al.
Published: (2026)
Accelerating Multiparametric Quantitative MRI Using Self‐Supervised Scan‐Specific Implicit Neural Representation With Model Reinforcement
by: Ruimin Feng, et al.
Published: (2025)
by: Ruimin Feng, et al.
Published: (2025)
Accelerating multiparametric quantitative MRI using self-supervised scan-specific implicit neural representation with model reinforcement
by: Feng, Ruimin, et al.
Published: (2025)
by: Feng, Ruimin, et al.
Published: (2025)
UMind-VL: A Generalist Ultrasound Vision-Language Model for Unified Grounded Perception and Comprehensive Interpretation
by: Chen, Dengbo, et al.
Published: (2025)
by: Chen, Dengbo, et al.
Published: (2025)
MedVersa: A Generalist Foundation Model for Medical Image Interpretation
by: Zhou, Hong-Yu, et al.
Published: (2024)
by: Zhou, Hong-Yu, et al.
Published: (2024)
Unifying Biomedical Vision-Language Expertise: Towards a Generalist Foundation Model via Multi-CLIP Knowledge Distillation
by: Wang, Shansong, et al.
Published: (2025)
by: Wang, Shansong, et al.
Published: (2025)
OmniOCR: Generalist OCR for Ethnic Minority Languages
by: Liu, Bonan, et al.
Published: (2026)
by: Liu, Bonan, et al.
Published: (2026)
OmniFashion: Towards Generalist Fashion Intelligence via Multi-Task Vision-Language Learning
by: Yang, Zhengwei, et al.
Published: (2026)
by: Yang, Zhengwei, et al.
Published: (2026)
Vision Foundation Models as Generalist Tokenizers for Image Generation
by: Zheng, Anlin, et al.
Published: (2026)
by: Zheng, Anlin, et al.
Published: (2026)
Towards Generalist Intelligence in Dentistry: Vision Foundation Models for Oral and Maxillofacial Radiology
by: Huang, Xinrui, et al.
Published: (2025)
by: Huang, Xinrui, et al.
Published: (2025)
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
by: Ren, Sucheng, et al.
Published: (2024)
by: Ren, Sucheng, et al.
Published: (2024)
Vision-Language Model-Guided Deep Unrolling Enables Personalized, Fast MRI
by: Ju, Fangmao, et al.
Published: (2026)
by: Ju, Fangmao, et al.
Published: (2026)
Autism Spectrum Disorder Classification with Interpretability in Children based on Structural MRI Features Extracted using Contrastive Variational Autoencoder
by: Ma, Ruimin, et al.
Published: (2023)
by: Ma, Ruimin, et al.
Published: (2023)
Vision Language Model for Interpretable and Fine-grained Detection of Safety Compliance in Diverse Workplaces
by: Chen, Zhiling, et al.
Published: (2024)
by: Chen, Zhiling, et al.
Published: (2024)
Decipher-MR: A Vision-Language Foundation Model for 3D MRI Representations
by: Yang, Zhijian, et al.
Published: (2025)
by: Yang, Zhijian, et al.
Published: (2025)
Spatiotemporal implicit neural representation for unsupervised dynamic MRI reconstruction
by: Feng, Jie, et al.
Published: (2022)
by: Feng, Jie, et al.
Published: (2022)
Towards Generalisable Foundation Models for Brain MRI
by: Mazher, Moona, et al.
Published: (2025)
by: Mazher, Moona, et al.
Published: (2025)
Stream-Omni: Simultaneous Multimodal Interactions with Large Language-Vision-Speech Model
by: Zhang, Shaolei, et al.
Published: (2025)
by: Zhang, Shaolei, et al.
Published: (2025)
LoGo-MR: Screening Breast MRI for Cancer Risk Prediction by Efficient Omni-Slice Modeling
by: Wang, Xin, et al.
Published: (2026)
by: Wang, Xin, et al.
Published: (2026)
Any-to-All MRI Synthesis: A Unified Foundation Model for Nasopharyngeal Carcinoma and Its Downstream Applications
by: Pu, Yao, et al.
Published: (2026)
by: Pu, Yao, et al.
Published: (2026)
Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences
by: Jin, Zhuoran, et al.
Published: (2025)
by: Jin, Zhuoran, et al.
Published: (2025)
On the Foundation Model for Cardiac MRI Reconstruction
by: Zhang, Chi, et al.
Published: (2024)
by: Zhang, Chi, et al.
Published: (2024)
OrthoDiffusion: A Generalizable Multi-Task Diffusion Foundation Model for Musculoskeletal MRI Interpretation
by: Lan, Tian, et al.
Published: (2026)
by: Lan, Tian, et al.
Published: (2026)
Hulu-Med: A Transparent Generalist Model towards Holistic Medical Vision-Language Understanding
by: Jiang, Songtao, et al.
Published: (2025)
by: Jiang, Songtao, et al.
Published: (2025)
3D-LLaVA: Towards Generalist 3D LMMs with Omni Superpoint Transformer
by: Deng, Jiajun, et al.
Published: (2025)
by: Deng, Jiajun, et al.
Published: (2025)
Epistemic-aware Vision-Language Foundation Model for Fetal Ultrasound Interpretation
by: He, Xiao, et al.
Published: (2025)
by: He, Xiao, et al.
Published: (2025)
Vision Generalist Model: A Survey
by: Wang, Ziyi, et al.
Published: (2025)
by: Wang, Ziyi, et al.
Published: (2025)
Mogao: An Omni Foundation Model for Interleaved Multi-Modal Generation
by: Liao, Chao, et al.
Published: (2025)
by: Liao, Chao, et al.
Published: (2025)
A Foundation Model for Brain MRI with Dynamic Modality Integration
by: Luu, Minh Sao Khue, et al.
Published: (2025)
by: Luu, Minh Sao Khue, et al.
Published: (2025)
BrainMorph: A Foundational Keypoint Model for Robust and Flexible Brain MRI Registration
by: Wang, Alan Q., et al.
Published: (2024)
by: Wang, Alan Q., et al.
Published: (2024)
Capability $\neq$ Interpretability: Human Interpretability of Vision Foundation Models
by: Colin, Julien, et al.
Published: (2026)
by: Colin, Julien, et al.
Published: (2026)
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
by: LASA Team, et al.
Published: (2025)
by: LASA Team, et al.
Published: (2025)
OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision
by: Wei, Cong, et al.
Published: (2024)
by: Wei, Cong, et al.
Published: (2024)
Omni$^2$: Unifying Omnidirectional Image Generation and Editing in an Omni Model
by: Yang, Liu, et al.
Published: (2025)
by: Yang, Liu, et al.
Published: (2025)
From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning
by: Bai, Yang, et al.
Published: (2024)
by: Bai, Yang, et al.
Published: (2024)
Language-Enhanced Generative Modeling for Amyloid PET Synthesis from MRI and Blood Biomarkers
by: Zhang, Zhengjie, et al.
Published: (2025)
by: Zhang, Zhengjie, et al.
Published: (2025)
BRIGHT: A Collaborative Generalist-Specialist Foundation Model for Breast Pathology
by: Guo, Xiaojing, et al.
Published: (2026)
by: Guo, Xiaojing, et al.
Published: (2026)
Enhancing Neuro-Oncology Through Self-Assessing Deep Learning Models for Brain Tumor Unified Model for MRI Segmentation
by: Zhou, Andrew
Published: (2025)
by: Zhou, Andrew
Published: (2025)
Similar Items
-
On the Utility of Foundation Models for Fast MRI: Vision-Language-Guided Image Reconstruction
by: Feng, Ruimin, et al.
Published: (2025) -
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation
by: He, Xingxin, et al.
Published: (2025) -
On the Utility of Foundation Models for Fast MRI : Vision‐Language‐Guided Image Reconstruction
by: Ruimin Feng, et al.
Published: (2026) -
Accelerating Multiparametric Quantitative MRI Using Self‐Supervised Scan‐Specific Implicit Neural Representation With Model Reinforcement
by: Ruimin Feng, et al.
Published: (2025) -
Accelerating multiparametric quantitative MRI using self-supervised scan-specific implicit neural representation with model reinforcement
by: Feng, Ruimin, et al.
Published: (2025)