Awesone-Vision-Language-Models

Table of Contents

• Survey
• Dataset
• Metrics
• Papers
  • 2025
  • 2024

Survey

• Multimodal Large Language Models for Medicine: A Comprehensive Survey [paper]

Papers

2025

CVPR'25

• Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation [paper][code]
• Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering [paper]

MedIA'25

• ECAMP: Entity-centered Context-aware Medical Vision Language Pre-training [paper]

TMM'25

• Multi-Grained Vision-and-Language Model for Medical Image and Text Alignment [paper]

NAACL'25

• VividMed: Vision Language Model with Versatile Visual Grounding for Medicine [paper][code]

arXiv'25

• SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features [paper][code]
• MedTrim Meta-Entity Driven Triplet Mining for Aligning Medical Vision-Language Models [paper][code]
• UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation [paper]
• Hulu-Med: A Transparent Generalist Model towards Holistic Medical Vision-Language Understanding [paper]

2024

NeurIPS'24

• ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models [paper][code]
• Eye-gaze Guided Multi-modal Alignment for Medical Representation Learning [paper]

arXiv'24

• POINTS: IMPROVING YOUR VISION-LANGUAGE MODEL WITH AFFORDABLE STRATEGIES [paper][code]
• CONTRASTIVE LOCALIZED LANGUAGE-IMAGE PRE-TRAINING [paper]
• ARIA : An Open Multimodal Native Mixture-of-Experts Model [paper][code]