Latest Research in Multimodal Medical Imaging

43 research papers · 2026 median publication year

Top Research Topics in Multimodal Medical Imaging

Highest-Cited Papers

  1. Linguistically-Aligned and Visually-Grounded Preference Optimization for Clinically-Augmented Medical Report Generation
  2. CARE: Confidence-Aware Reasoning for Reliable Medical VQA
  3. A Spatial Fay-Herriot Model when the Auxiliary Variables are based on Non-traditional Data
  4. MedPixel: A Unified Pixel-Language Model for Medical Reasoning and Segmentation
  5. TemMed-Bench: Evaluating Temporal Medical Image Reasoning in Vision-Language Models
  6. Resolution Meets Reduction: Efficient Visual Context for 3D Radiology Report Generation
  7. JustLLMGRPO: Radiographic Control for Chest X-Ray Generation
  8. Frequency-Domain Dual-Branch Fusion for Medical Visual Question Answering
  9. THBKG: A Temporal Biomedical Knowledge Graph for Decision-Aligned Clinical Advancement Prediction
  10. HERO: Hierarchical Evidential Reasoning Optimization for Radiology Report Generation via Reason-then-Summarize
  11. MI-CXR: A Benchmark for Longitudinal Reasoning over Multi-Interval Chest X-rays
  12. Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation
  13. CARE-X: Towards Clinically Useful Radiology VLMs with Auxiliary Supervision, Reward-Aligned Learning, and Tool-Augmented Measurement
  14. LocAnyMed: Vision-Language Grounding for Multimodal Medical Images
  15. Generative AI and Foundation Models in Medical Image
  16. A Spectral Filtering Approach to Regret Analysis of Distributed Online Control for Linear Dynamical Systems
  17. Slot2Text: Object-Centric Visual Tokenization for Efficient and Spatially Traceable Surgical MLLMs
  18. Radiological VQA with Multimodal LLMs: Performance and Insights
  19. Learning to See Locally and Align Clinically with Pathology Semantics for Radiology Report Generation
  20. ORCA: ORgan-Centroid Aggregation for Training-Free 3D CT Visual Token Compression

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2026 AUG Q2

Multimodal Medical Imaging

43 papers

Top Topics (9)

Computer Vision and Pattern Recognition24
Artificial Intelligence6
Multimodal Machine Learning Applications6
Machine Learning2
Methodology1
Optimization and Control1
Image and Video Processing1
Systems and Control1
Dynamical Systems1

Top Publications (20)

1.Linguistically-Aligned and Visually-Grounded Preference Optimization for Clinically-Augmented Medical Report Generation2.CARE: Confidence-Aware Reasoning for Reliable Medical VQA3.A Spatial Fay-Herriot Model when the Auxiliary Variables are based on Non-traditional Data4.MedPixel: A Unified Pixel-Language Model for Medical Reasoning and Segmentation5.TemMed-Bench: Evaluating Temporal Medical Image Reasoning in Vision-Language Models6.Resolution Meets Reduction: Efficient Visual Context for 3D Radiology Report Generation7.JustLLMGRPO: Radiographic Control for Chest X-Ray Generation8.Frequency-Domain Dual-Branch Fusion for Medical Visual Question Answering9.THBKG: A Temporal Biomedical Knowledge Graph for Decision-Aligned Clinical Advancement Prediction10.HERO: Hierarchical Evidential Reasoning Optimization for Radiology Report Generation via Reason-then-Summarize11.MI-CXR: A Benchmark for Longitudinal Reasoning over Multi-Interval Chest X-rays12.Positive-Unlabeled Preference Optimization For Chest X-ray Report Generation13.CARE-X: Towards Clinically Useful Radiology VLMs with Auxiliary Supervision, Reward-Aligned Learning, and Tool-Augmented Measurement14.LocAnyMed: Vision-Language Grounding for Multimodal Medical Images15.Generative AI and Foundation Models in Medical Image16.A Spectral Filtering Approach to Regret Analysis of Distributed Online Control for Linear Dynamical Systems17.Slot2Text: Object-Centric Visual Tokenization for Efficient and Spatially Traceable Surgical MLLMs18.Radiological VQA with Multimodal LLMs: Performance and Insights19.Learning to See Locally and Align Clinically with Pathology Semantics for Radiology Report Generation20.ORCA: ORgan-Centroid Aggregation for Training-Free 3D CT Visual Token Compression

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