Latest Research in Radiomics and Machine Learning in Medical Imaging

86 research papers · 0.0 average citations · 2026 median publication year

Top Research Topics in Radiomics and Machine Learning in Medical Imaging

Highest-Cited Papers

  1. Clinical usability of an explainable AI decision support tool and evaluation of multimodal models in NSCLC (1 citations)
  2. Artificial Intelligence and Radiomics in the Diagnosis and Management of Cancer
  3. Quantitative and qualitative lung parameters in photon-counting CT: comparison of ultra-low-dose with standard low-dose protocols
  4. Ambient, real-time digitization and datafication of glass slide microscopy towards AI-at-the-microscope
  5. Prognostic value of AI-derived probability of interstitial lung abnormalities and interstitial lung disease in patients with esophageal cancer
  6. Artificial intelligence for microsatellite instability detection in precision oncology: a systematic review from 2015 to 2025
  7. Applications and challenges of artificial intelligence in cancer management
  8. Multi-parameter imaging of dual-layer detector spectral CT in improving the imaging quality of gastrocolic trunk of henle (GTH)
  9. Preoperative prediction model of lymphovascular space invasion in endometrial cancer using ultrasound indicators and foundation model-based features: a multicenter study
  10. Artificial Intelligence in Pancreatic Endoscopic Ultrasonography: From Image-Based Diagnosis to Cytopathology
  11. Anatomical Asymmetry in Adipose Tissue Thickness Alters Heat Transfer During Superficial Thermotherapy: A Computational and Experimental Study
  12. A multistage CT-based artificial intelligence system for microvessel density quantification in lung adenocarcinoma: correlation with histopathology
  13. Artificial intelligence in colorectal cancer multidisciplinary decision-making: concordance, predictive support and clinical translation
  14. Potential of Artificial Intelligence Algorithms for Identification of Relevant Diagnostic and Prognostic Biomarkers of Early-Stage Liver Cancer
  15. Multimodal Artificial Intelligence in Lung Cancer: From Data Integration to Precision Oncology
  16. Use of artificial intelligence in the management of cholangiocarcinoma: Current applications, evidence, and future perspectives
  17. Sharing standardized image-derived data in computational pathology using DICOM
  18. AI-augmented colorectal cancer MDT concordance modelling: a prospective evaluation of performance, interpretability, and provider-side budget impact
  19. Artificial Intelligence and Radiomics for Non-Invasive Prediction of Genomic Alterations in Solid Tumors: A Scoping Review
  20. An uncertainty-aware ultrasound triage model for cervical lymphadenopathy: a retrospective multicenter development and external validation study
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L3 Region - - 2026 Sep Q3

Radiomics and Machine Learning in Medical Imaging

86 papers

Top Topics (10)

AI in cancer detection20
Radiomics and Machine Learning in Medical Imaging14
Artificial Intelligence in Healthcare and Education8
Lung Cancer Diagnosis and Treatment5
Advanced X-ray and CT Imaging2
Endometrial and Cervical Cancer Treatments2
Artificial Intelligence2
Computer Vision and Pattern Recognition2
Cancer Immunotherapy and Biomarkers2
Renal cell carcinoma treatment2

Top Publications (20)

1.Clinical usability of an explainable AI decision support tool and evaluation of multimodal models in NSCLC1c2.Artificial Intelligence and Radiomics in the Diagnosis and Management of Cancer3.Quantitative and qualitative lung parameters in photon-counting CT: comparison of ultra-low-dose with standard low-dose protocols4.Ambient, real-time digitization and datafication of glass slide microscopy towards AI-at-the-microscope5.Prognostic value of AI-derived probability of interstitial lung abnormalities and interstitial lung disease in patients with esophageal cancer6.Artificial intelligence for microsatellite instability detection in precision oncology: a systematic review from 2015 to 20257.Applications and challenges of artificial intelligence in cancer management8.Multi-parameter imaging of dual-layer detector spectral CT in improving the imaging quality of gastrocolic trunk of henle (GTH)9.Preoperative prediction model of lymphovascular space invasion in endometrial cancer using ultrasound indicators and foundation model-based features: a multicenter study10.Artificial Intelligence in Pancreatic Endoscopic Ultrasonography: From Image-Based Diagnosis to Cytopathology11.Anatomical Asymmetry in Adipose Tissue Thickness Alters Heat Transfer During Superficial Thermotherapy: A Computational and Experimental Study12.A multistage CT-based artificial intelligence system for microvessel density quantification in lung adenocarcinoma: correlation with histopathology13.Artificial intelligence in colorectal cancer multidisciplinary decision-making: concordance, predictive support and clinical translation14.Potential of Artificial Intelligence Algorithms for Identification of Relevant Diagnostic and Prognostic Biomarkers of Early-Stage Liver Cancer15.Multimodal Artificial Intelligence in Lung Cancer: From Data Integration to Precision Oncology16.Use of artificial intelligence in the management of cholangiocarcinoma: Current applications, evidence, and future perspectives17.Sharing standardized image-derived data in computational pathology using DICOM18.AI-augmented colorectal cancer MDT concordance modelling: a prospective evaluation of performance, interpretability, and provider-side budget impact19.Artificial Intelligence and Radiomics for Non-Invasive Prediction of Genomic Alterations in Solid Tumors: A Scoping Review20.An uncertainty-aware ultrasound triage model for cervical lymphadenopathy: a retrospective multicenter development and external validation study
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