Cover Image

ProbMed: A Probabilistic Framework for Medical Multimodal Binding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gao, Yuan, Kim, Sangwook, You, Jianzhong, McIntosh, Chris
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MEDBind: Unifying Language and Multimodal Medical Data Embeddings
by: Gao, Yuan, et al.
Published: (2024)

EchoingECG: An Electrocardiogram Cross-Modal Model for Echocardiogram Tasks
by: Gao, Yuan, et al.
Published: (2025)

X2CT-CLIP: Enable Multi-Abnormality Detection in Computed Tomography from Chest Radiography via Tri-Modal Contrastive Learning
by: You, Jianzhong, et al.
Published: (2025)

Multi-Task Learning for Integrated Automated Contouring and Voxel-Based Dose Prediction in Radiotherapy
by: Kim, Sangwook, et al.
Published: (2024)

ProbDiffFlow: An Efficient Learning-Free Framework for Probabilistic Single-Image Optical Flow Estimation
by: Zhou, Mo, et al.
Published: (2025)

MedProbCLIP: Probabilistic Adaptation of Vision-Language Foundation Model for Reliable Radiograph-Report Retrieval
by: Elallaf, Ahmad, et al.
Published: (2026)

ProbPose: A Probabilistic Approach to 2D Human Pose Estimation
by: Purkrabek, Miroslav, et al.
Published: (2024)

ProbRes: Probabilistic Jump Diffusion for Open-World Egocentric Activity Recognition
by: Kundu, Sanjoy, et al.
Published: (2025)

ChatEXAONEPath: An Expert-level Multimodal Large Language Model for Histopathology Using Whole Slide Images
by: Kim, Sangwook, et al.
Published: (2025)

MedVLThinker: Simple Baselines for Multimodal Medical Reasoning
by: Huang, Xiaoke, et al.
Published: (2025)

ProbMCL: Simple Probabilistic Contrastive Learning for Multi-label Visual Classification
by: Sajedi, Ahmad, et al.
Published: (2024)

MedCore: Boundary-Preserving Medical Core Pruning for MedSAM
by: Zhang, Cenwei, et al.
Published: (2026)

Med-K2N: Flexible K-to-N Modality Translation for Medical Image Synthesis
by: Yuan, Feng, et al.
Published: (2025)

DiffProb: Data Pruning for Face Recognition
by: Caldeira, Eduarda, et al.
Published: (2025)

MultiMedVision: Multi-Modal Medical Vision Framework
by: Li, Frank, et al.
Published: (2026)

BAAF: Universal Transformation of One-Class Classifiers for Unsupervised Image Anomaly Detection
by: McIntosh, Declan, et al.
Published: (2026)

MedMO: Grounding and Understanding Multimodal Large Language Model for Medical Images
by: Deria, Ankan, et al.
Published: (2026)

MedCLIPSeg: Probabilistic Vision-Language Adaptation for Data-Efficient and Generalizable Medical Image Segmentation
by: Koleilat, Taha, et al.
Published: (2026)

MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models
by: Huang, Yu, et al.
Published: (2025)

Med-Evo: Test-time Self-evolution for Medical Multimodal Large Language Models
by: Xu, Dunyuan, et al.
Published: (2026)

SynerMedGen: Synergizing Medical Multimodal Understanding with Generation via Task Alignment
by: Zhao, Weiren, et al.
Published: (2026)

MedCoT: Medical Chain of Thought via Hierarchical Expert
by: Liu, Jiaxiang, et al.
Published: (2024)

MedROI: Codec-Agnostic Region of Interest-Centric Compression for Medical Images
by: Kim, Jiwon, et al.
Published: (2026)

Med-Tuning: A New Parameter-Efficient Tuning Framework for Medical Volumetric Segmentation
by: Shen, Jiachen, et al.
Published: (2023)

MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale
by: Gai, Xiaotang, et al.
Published: (2024)

FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models
by: Jin, Ruinan, et al.
Published: (2024)

AMF-MedIT: An Efficient Align-Modulation-Fusion Framework for Medical Image-Tabular Data
by: Yu, Congjing, et al.
Published: (2025)

MedFuncta: A Unified Framework for Learning Efficient Medical Neural Fields
by: Friedrich, Paul, et al.
Published: (2025)

Med-LEGO: Editing and Adapting toward Generalist Medical Image Diagnosis
by: Zhu, Yitao, et al.
Published: (2025)

MedTri: A Platform for Structured Medical Report Normalization to Enhance Vision-Language Pretraining
by: Chu, Yuetan, et al.
Published: (2026)

Co-op: Correspondence-based Novel Object Pose Estimation
by: Moon, Sungphill, et al.
Published: (2025)

GenFlow: Generalizable Recurrent Flow for 6D Pose Refinement of Novel Objects
by: Moon, Sungphill, et al.
Published: (2024)

Med-StepBench: A Hierarchical Reasoning Framework for Evaluating Hallucinations in Medical Vision-Language Models
by: Nguyen, Minh Khoi, et al.
Published: (2026)

Med-2E3: A 2D-Enhanced 3D Medical Multimodal Large Language Model
by: Shi, Yiming, et al.
Published: (2024)

MedPEFT-CL: Dual-Phase Parameter-Efficient Continual Learning with Medical Semantic Adapter and Bidirectional Memory Consolidation
by: Gao, Ziyuan
Published: (2025)

SilVar-Med: A Speech-Driven Visual Language Model for Explainable Abnormality Detection in Medical Imaging
by: Pham, Tan-Hanh, et al.
Published: (2025)

CrossMed: A Multimodal Cross-Task Benchmark for Compositional Generalization in Medical Imaging
by: Singh, Pooja, et al.
Published: (2025)

MedSR-Vision: Deep Learning Framework for Multi-Domain Medical Image Super-Resolution
by: Gurappa, Subhash, et al.
Published: (2026)

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows
by: Shen, Weixiang, et al.
Published: (2026)

FL-MedSegBench: A Comprehensive Benchmark for Federated Learning on Medical Image Segmentation
by: Zhu, Meilu, et al.
Published: (2026)