Latest Research in Computer Vision and Pattern Recognition

17 research papers · 2026 median publication year

Top Research Topics in Computer Vision and Pattern Recognition

Highest-Cited Papers

  1. Counterfactual Anatomy-guided Spatial-Temporal Decoding for Annotation-Free Hallucination Mitigation in Medical VLMs
  2. High-need dental deserts in England: a national spatial analysis of NHS access and deprivation
  3. Polish Medical Visual Question Answering: Vision-Language Models Underutilize Visual Evidence
  4. Linguistically-Aligned and Visually-Grounded Preference Optimization for Clinically-Augmented Medical Report Generation
  5. EliSeg: Verified Target Construction for Report-Grounded Abnormality Segmentation
  6. MedPixel: A Unified Pixel-Language Model for Medical Reasoning and Segmentation
  7. Beyond Fluency: A Clinical Benchmark and Anomaly-Enhanced Baseline for Spine MRI Report Generation
  8. HERO: Hierarchical Evidential Reasoning Optimization for Radiology Report Generation via Reason-then-Summarize
  9. Slot2Text: Object-Centric Visual Tokenization for Efficient and Spatially Traceable Surgical MLLMs
  10. LoMeVQA: A Comprehensive Benchmark for Longitudinal Medical VQA
  11. PathView-Bench: Can Multimodal Large Language Models Achieve Fine-grained Multiscale Understanding of Pathology Images?
  12. A report-grounded vision-language foundation model for colonoscopy from 280000 routine reports
  13. Thermodynamic Constraints on the Self-Consciousness Architecture: Integrating Damasian Selfhood with Metabolic Correlates of Conscious States
  14. Diagnostic Report Generation via a ProActive Multimodal Agentic System
  15. Medical-Checklist: Assessing the Comprehension of Medical Images by Multimodal Models
  16. Safety and Security: Experimental Validation of Encrypted Model Predictive Control
  17. CLARK: Closed-loop Learning for Adaptive Reasoning over Knowledge Graphs
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2026 AUG Q3

Computer Vision and Pattern Recognition

17 papers

Top Topics (7)

Computer Vision and Pattern Recognition8
Artificial Intelligence4
Dental Health and Care Utilization1
Machine Learning1
Memory and Neural Mechanisms1
Multimodal Machine Learning Applications1
Systems and Control1

Top Publications (17)

1.Counterfactual Anatomy-guided Spatial-Temporal Decoding for Annotation-Free Hallucination Mitigation in Medical VLMs2.High-need dental deserts in England: a national spatial analysis of NHS access and deprivation3.Polish Medical Visual Question Answering: Vision-Language Models Underutilize Visual Evidence4.Linguistically-Aligned and Visually-Grounded Preference Optimization for Clinically-Augmented Medical Report Generation5.EliSeg: Verified Target Construction for Report-Grounded Abnormality Segmentation6.MedPixel: A Unified Pixel-Language Model for Medical Reasoning and Segmentation7.Beyond Fluency: A Clinical Benchmark and Anomaly-Enhanced Baseline for Spine MRI Report Generation8.HERO: Hierarchical Evidential Reasoning Optimization for Radiology Report Generation via Reason-then-Summarize9.Slot2Text: Object-Centric Visual Tokenization for Efficient and Spatially Traceable Surgical MLLMs10.LoMeVQA: A Comprehensive Benchmark for Longitudinal Medical VQA11.PathView-Bench: Can Multimodal Large Language Models Achieve Fine-grained Multiscale Understanding of Pathology Images?12.A report-grounded vision-language foundation model for colonoscopy from 280000 routine reports13.Thermodynamic Constraints on the Self-Consciousness Architecture: Integrating Damasian Selfhood with Metabolic Correlates of Conscious States14.Diagnostic Report Generation via a ProActive Multimodal Agentic System15.Medical-Checklist: Assessing the Comprehension of Medical Images by Multimodal Models16.Safety and Security: Experimental Validation of Encrypted Model Predictive Control17.CLARK: Closed-loop Learning for Adaptive Reasoning over Knowledge Graphs
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