Latest Research in Medical Imaging Informatics

Top Research Topics in Medical Imaging Informatics

• Computer Vision and Pattern Recognition — 313 papers
• AI in cancer detection — 99 papers
• Image and Video Processing — 87 papers
• Artificial Intelligence in Healthcare and Education — 49 papers
• Medical Imaging Techniques and Applications — 39 papers
• Advanced MRI Techniques and Applications — 36 papers
• Advanced Neural Network Applications — 35 papers
• Radiomics and Machine Learning in Medical Imaging — 33 papers
• COVID-19 diagnosis using AI — 32 papers
• Cutaneous Melanoma Detection and Management — 31 papers

Highest-Cited Papers

1. Automated segmentation and length measurement of metacarpal and phalangeal bones for hand radiograph evaluation (1 citations)
2. Deep learning super-resolution of paediatric ultra-low-field MRI without paired high-field scans (3 citations)
3. Clinical evaluation of novel deep learning‐based auto‐segmentation software: Utility and potential pitfalls (1 citations)
4. Deceptive bias measurement in deep learning: Assessing shortcut reliance in TCGA cancer models (1 citations)
5. PlanningCopilot: An agentic framework integrating ESAPI modules for autonomous treatment planning in lung radiotherapy (1 citations)
6. Artifact Correction of Clinical Diffusion Weighted Imaging in Acute Ischemic Stroke (1 citations)
7. Clinical usability of an explainable AI decision support tool and evaluation of multimodal models in NSCLC (1 citations)
8. Anatomy-aware, label-informed approach improves image registration for challenging datasets (1 citations)
9. Feasibility of Laminar Functional Quantitative Susceptibility Mapping (1 citations)
10. Technical Report v1.19.1: The DB-Building Pipeline Behind Technical Reports v1.12–v1.16, Released for Reuse on Any Dataset
11. Technical Report v1.19.1: The DB-Building Pipeline Behind Technical Reports v1.12–v1.16, Released for Reuse on Any Dataset
12. Chaos-Enhanced Prototypical Networks for Few-Shot Medical Image Classification
13. A U-Net Transformer for magnetic resonance elastography
14. Hybrid denoising framework for pneumonia detection: integrating discrete wavelet transform and Pix2Pix GAN
15. HemaViT: transformer-based deep learning for automated non-invasive anemia detection using conjunctival imaging
16. Quantitative accuracy and clinical utility of ultra-low dose CT protocols for attenuation correction in PET/CT
17. External validation of AI assisted colposcopy using WHO dataset for cervical precancer and cancer detection
18. Deep learning-based 3D forensic facial reconstruction: a volumetric morphological inference approach using a skull-conditioned U-Net
19. Staged purpose-blinded evaluation of provenance risk from a general-purpose generator in breast ultrasound
20. Quantum-inspired Levenberg–Marquardt Network for Ovarian Cyst Identification Using Ultrasound Image

Sub-Regions

• Advanced Image Synthesis — 217 papers
• Quantitative Magnetic Resonance — 140 papers
• Pulmonary Diagnostic Informatics — 115 papers
• Musculoskeletal Structural Assessment — 90 papers
• Neuro-Oncology Pattern Recognition — 89 papers
• Clinical Workflow Automation — 88 papers
• Anatomical Tissue Characterization — 68 papers
• Multimodal Foundation Models — 55 papers