MR-CLIP: Efficient Metadata-Guided Learning of MRI Contrast Representations
Fuente:
arXiv
Saved in:
| Main Authors: | Avci, Mehmet Yigit, Borges, Pedro, Wright, Paul, Yigitsoy, Mehmet, Ourselin, Sebastien, Cardoso, Jorge |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
DIST-CLIP: Arbitrary Metadata and Image Guided MRI Harmonization via Disentangled Anatomy-Contrast Representations
by: Avci, Mehmet Yigit, et al.
Published: (2025)
by: Avci, Mehmet Yigit, et al.
Published: (2025)
Metadata-Aligned 3D MRI Representations for Contrast Understanding and Quality Control
by: Avci, Mehmet Yigit, et al.
Published: (2025)
by: Avci, Mehmet Yigit, et al.
Published: (2025)
Understanding Sources of Demographic Predictability in Brain MRI via Disentangling Anatomy and Contrast
by: Avci, Mehmet Yigit, et al.
Published: (2026)
by: Avci, Mehmet Yigit, et al.
Published: (2026)
A methodology for clinically driven interactive segmentation evaluation
by: Esmaeili, Parhom, et al.
Published: (2025)
by: Esmaeili, Parhom, et al.
Published: (2025)
CLoPA: Continual Low Parameter Adaptation of Interactive Segmentation for Medical Image Annotation
by: Esmaeili, Parhom, et al.
Published: (2026)
by: Esmaeili, Parhom, et al.
Published: (2026)
BotaCLIP: Contrastive Learning for Botany-Aware Representation of Earth Observation Data
by: Cerna, Selene, et al.
Published: (2025)
by: Cerna, Selene, et al.
Published: (2025)
Unsupervised Analysis of Alzheimer's Disease Signatures using 3D Deformable Autoencoders
by: Avci, Mehmet Yigit, et al.
Published: (2024)
by: Avci, Mehmet Yigit, et al.
Published: (2024)
Framework to generate perfusion map from CT and CTA images in patients with acute ischemic stroke: A longitudinal and cross-sectional study
by: Tangwiriyasakul, Chayanin, et al.
Published: (2024)
by: Tangwiriyasakul, Chayanin, et al.
Published: (2024)
HarmoCLIP: Harmonizing Global and Regional Representations in Contrastive Vision-Language Models
by: Zeng, Haoxi, et al.
Published: (2025)
by: Zeng, Haoxi, et al.
Published: (2025)
MambaX-Net: Dual-Input Mamba-Enhanced Cross-Attention Network for Longitudinal MRI Segmentation
by: Yahathugoda, Yovin, et al.
Published: (2025)
by: Yahathugoda, Yovin, et al.
Published: (2025)
No Alignment Needed for Generation: Learning Linearly Separable Representations in Diffusion Models
by: Yun, Junno, et al.
Published: (2025)
by: Yun, Junno, et al.
Published: (2025)
DARIL: When Imitation Learning outperforms Reinforcement Learning in Surgical Action Planning
by: Boels, Maxence, et al.
Published: (2025)
by: Boels, Maxence, et al.
Published: (2025)
CellCLIP -- Learning Perturbation Effects in Cell Painting via Text-Guided Contrastive Learning
by: Lu, Mingyu, et al.
Published: (2025)
by: Lu, Mingyu, et al.
Published: (2025)
Edge Reliability Gap in Vision-Language Models: Quantifying Failure Modes of Compressed VLMs Under Visual Corruption
by: Erol, Mehmet Kaan
Published: (2026)
by: Erol, Mehmet Kaan
Published: (2026)
MAIS: Memory-Attention for Interactive Segmentation
by: Orbes-Arteaga, Mauricio, et al.
Published: (2025)
by: Orbes-Arteaga, Mauricio, et al.
Published: (2025)
Implicit Contrastive Representation Learning with Guided Stop-gradient
by: Lee, Byeongchan, et al.
Published: (2025)
by: Lee, Byeongchan, et al.
Published: (2025)
Deep Learning Assisted Outer Volume Removal for Highly-Accelerated Real-Time Dynamic MRI
by: Gülle, Merve, et al.
Published: (2025)
by: Gülle, Merve, et al.
Published: (2025)
Resolution Invariant Autoencoder
by: Patel, Ashay, et al.
Published: (2025)
by: Patel, Ashay, et al.
Published: (2025)
Hierarchical Representation Matching for CLIP-based Class-Incremental Learning
by: Wen, Zhen-Hao, et al.
Published: (2025)
by: Wen, Zhen-Hao, et al.
Published: (2025)
CleanerCLIP: Fine-grained Counterfactual Semantic Augmentation for Backdoor Defense in Contrastive Learning
by: Xun, Yuan, et al.
Published: (2024)
by: Xun, Yuan, et al.
Published: (2024)
Omni-NegCLIP: Enhancing CLIP with Front-Layer Contrastive Fine-Tuning for Comprehensive Negation Understanding
by: Xu, Jingqi
Published: (2026)
by: Xu, Jingqi
Published: (2026)
MatchSeg: Towards Better Segmentation via Reference Image Matching
by: Huo, Jiayu, et al.
Published: (2024)
by: Huo, Jiayu, et al.
Published: (2024)
DGAE: Diffusion-Guided Autoencoder for Efficient Latent Representation Learning
by: Liu, Dongxu, et al.
Published: (2025)
by: Liu, Dongxu, et al.
Published: (2025)
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)
Variational Self-Supervised Contrastive Learning Using Beta Divergence
by: Yavuz, Mehmet Can, et al.
Published: (2023)
by: Yavuz, Mehmet Can, et al.
Published: (2023)
CLIP-MUSED: CLIP-Guided Multi-Subject Visual Neural Information Semantic Decoding
by: Zhou, Qiongyi, et al.
Published: (2024)
by: Zhou, Qiongyi, et al.
Published: (2024)
Learning Street View Representations with Spatiotemporal Contrast
by: Li, Yong, et al.
Published: (2025)
by: Li, Yong, et al.
Published: (2025)
Cluster Contrast for Unsupervised Visual Representation Learning
by: Giakoumoglou, Nikolaos, et al.
Published: (2025)
by: Giakoumoglou, Nikolaos, et al.
Published: (2025)
Negative Prototypes Guided Contrastive Learning for WSOD
by: Zhang, Yu, et al.
Published: (2024)
by: Zhang, Yu, et al.
Published: (2024)
WildRelight: A Real-World Benchmark and Physics-Guided Adaptation for Single-Image Relighting
by: Wang, Lezhong, et al.
Published: (2026)
by: Wang, Lezhong, et al.
Published: (2026)
DaFoEs: Mixing Datasets towards the generalization of vision-state deep-learning Force Estimation in Minimally Invasive Robotic Surgery
by: Reyzabal, Mikel De Iturrate, et al.
Published: (2024)
by: Reyzabal, Mikel De Iturrate, et al.
Published: (2024)
Stabilizing Temporal Inference Dynamics for Online Surgical Phase Recognition
by: Liu, Yang, et al.
Published: (2026)
by: Liu, Yang, et al.
Published: (2026)
CLIP-Guided Unsupervised Semantic-Aware Exposure Correction
by: Wu, Puzhen, et al.
Published: (2026)
by: Wu, Puzhen, et al.
Published: (2026)
DesignCLIP: Multimodal Learning with CLIP for Design Patent Understanding
by: Wang, Zhu, et al.
Published: (2025)
by: Wang, Zhu, et al.
Published: (2025)
BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning
by: Liang, Siyuan, et al.
Published: (2023)
by: Liang, Siyuan, et al.
Published: (2023)
CytoCLIP: Learning Cytoarchitectural Characteristics in Developing Human Brain Using Contrastive Language Image Pre-Training
by: Ta, Pralaypati, et al.
Published: (2026)
by: Ta, Pralaypati, et al.
Published: (2026)
UniMark: Unified Adaptive Multi-bit Watermarking for Autoregressive Image Generators
by: Yilmaz, Yigit, et al.
Published: (2026)
by: Yilmaz, Yigit, et al.
Published: (2026)
Deep generative computed perfusion-deficit mapping of ischaemic stroke
by: Tangwiriyasakul, Chayanin, et al.
Published: (2025)
by: Tangwiriyasakul, Chayanin, et al.
Published: (2025)
CRUNet-MR-Univ: A Foundation Model for Diverse Cardiac MRI Reconstruction
by: Lyu, Donghang, et al.
Published: (2026)
by: Lyu, Donghang, et al.
Published: (2026)
Fast MRI for All: Bridging Access Gaps by Training without Raw Data
by: Alçalar, Yaşar Utku, et al.
Published: (2024)
by: Alçalar, Yaşar Utku, et al.
Published: (2024)
Similar Items
-
DIST-CLIP: Arbitrary Metadata and Image Guided MRI Harmonization via Disentangled Anatomy-Contrast Representations
by: Avci, Mehmet Yigit, et al.
Published: (2025) -
Metadata-Aligned 3D MRI Representations for Contrast Understanding and Quality Control
by: Avci, Mehmet Yigit, et al.
Published: (2025) -
Understanding Sources of Demographic Predictability in Brain MRI via Disentangling Anatomy and Contrast
by: Avci, Mehmet Yigit, et al.
Published: (2026) -
A methodology for clinically driven interactive segmentation evaluation
by: Esmaeili, Parhom, et al.
Published: (2025) -
CLoPA: Continual Low Parameter Adaptation of Interactive Segmentation for Medical Image Annotation
by: Esmaeili, Parhom, et al.
Published: (2026)