Tag: Medical imaging
MERA achieves lung nodule diagnosis with 1% annotated data
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in MedicineWhat the study found MERA is a multimodal and multiscale self-explanatory model for lung nodule diagnosis that uses considerably reduced annotation. The abstract reports that it achieves diagnostic accuracy comparable to or exceeding state-of-the-art methods with only 1% of annotated samples. Why the authors say this matters The authors state that MERA addresses gaps in…
Review outlines imaging roles in spinal tuberculosis
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in RadiologyA comprehensive review of imaging modalities for spinal tuberculosis diagnosis and monitoring, emphasizing MRI as gold standard and emerging techniques for characterization.
Machine learning models classified TMJ disc displacement well on MRI
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Supervised machine learning models detect morphometric patterns of temporomandibular joint disc displacement on 3T MRI, potentially supporting radiologic assessment.
AI enhancement may preserve low-dose CBCT image quality
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in DentistryAI-based image processing maintained diagnostic quality in dental CBCT scans at 20% standard radiation dose, but not at 10% dose, with implications for reducing cumulative radiation exposure.
Vision–language model improved pediatric dental disease classification
Deep learning vision-language model for diagnosing pediatric dental diseases in panoramic radiographs, combining visual and textual information with 90% accuracy for caries and periapical.
X-ray outperforms ultrasound in some spaceflight conditions
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in RadiologyComparative analysis of X-ray and ultrasound imaging for space mission medical support, evaluating diagnostic capabilities against NASA IMPACT conditions to optimize spaceflight medical systems.
Graph matching improved IVUS-OCT sequence registration
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Graph matching framework for cross-modality intravascular ultrasound and optical coherence tomography sequence registration with simultaneous temporal and rotational alignment.
Minimally invasive drainage managed a holospinal subdural abscess
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in SurgeryHolospinal subdural abscess treatment using minimally invasive skip-laminectomy with drainage and irrigation achieved complete neurological recovery in a Staphylococcus aureus case.
