Quantum-inspired computing may rewrite ultrasound safety rules
A narrative review argues that quantum-inspired algorithms, cloud computing, and edge processors could replace static ultrasound safety indices with dynamic, ...
Tag: Medical Imaging
AI Learns to Simulate Abdominal Ultrasound Scans from Simple Anatomical Maps
Researchers in Argentina have built a two-stage AI pipeline that generates realistic abdominal ultrasound images from simple semantic label maps, ...
AI Grades Ultrasound Image Quality With 95% Accuracy in Breast Cancer Screening
A new deep learning network grades the gain quality of automated breast ultrasound images with 95.49 percent accuracy, outperforming standard ...
AI Learns to Measure Burn Damage From Simple Body Silhouettes
Researchers have developed BurnAreaNet, a deep learning system that estimates total body surface area burned from simple 2D masks with ...
Transformer AI Reconstructs Sharp CT Scans From a Fraction of the Radiation Dose
A new Transformer-based dual-domain AI framework reconstructs high-quality CT images from sparse projection views, potentially reducing patient radiation exposure while ...
Hidden Flaws in Public Thyroid AI Datasets Could Inflate Diagnostic Performance
A case-level audit of a public thyroid imaging archive finds contradictory labels, leak-prone data splits, and strong evidence that deep ...
Skipping Gadolinium: Brain Tumor Screening Without Contrast Agents Matches Gold-Standard MRI
A Danish cohort study of 601 patients finds that MRI without gadolinium-based contrast agents detects intracranial tumors with sensitivity and ...
Ultrasound First, CT With Caution: Real-World Data Map Imaging of Childhood Appendicitis
A Turkish cohort study of 675 children undergoing appendectomy found that ultrasound missed about one in five confirmed appendicitis cases ...
PET/CT Radiomics Before Treatment Best Predicts Esophageal Cancer Therapy Response, Meta-Analysis Finds
A new systematic review and meta-analysis finds that pre-treatment PET/CT radiomics outperforms post-treatment imaging for predicting pathological complete response in ...
AI Fusion System Sharpens Ovarian Tumor Segmentation From CT Scans
A two-stage neural network fusion system from Romanian researchers achieved 93.53% F1 score in segmenting ovarian tumors from CT scans, ...
ChatGPT and Gemini Face a Histology Test: How Well Can AI Chatbots Spot Basal Cell Carcinoma Under the Microscope?
A UCLA research team tested whether ChatGPT and Gemini could correctly identify basal cell carcinoma from histologic images, revealing both ...
AI-Driven CT Reconstruction Aims to Slash Radiation in Heart Scans
A University of Texas at Arlington team is developing AI-based 4D reconstruction methods to substantially reduce radiation dose in multi-phase ...
AI Learns to Spot Diabetic Eye Disease by Generating Its Own Training Images
Researchers combined diffusion-generated synthetic retinal images, contrastive self-supervised pre-training, and a five-model ensemble to reach 95.1 percent accuracy in diabetic ...
Massive New Dataset Labels the Hidden Flaws in 20,000 Skin Cancer Images
A new expert-validated dataset provides multi-label artifact annotations for over 20,000 dermoscopic images, exposing the visual noise that undermines AI ...
AI Matches Expert Doctors at Measuring Children’s Coronary Arteries on Ultrasound
A YOLOv8-based deep learning model identified and measured children's coronary arteries on echocardiograms with expert-level accuracy in under two seconds ...
Attention-Powered AI Rebuilds Sharper PET Scans From Noisy Data
Researchers have integrated transformer attention mechanisms into learned primal-dual PET reconstruction, achieving cleaner images from noisy low-count scanner data.
AI Reads the Heart’s Forgotten Chamber to Predict Death and Disease
A deep learning model called DROID-RV measures right ventricular size and function from routine echocardiograms and predicts mortality, atrial fibrillation ...
AI Shows Promise but Falls Short in Cervical Cancer Brachytherapy, Review Finds
A systematic review of 52 studies finds that artificial intelligence achieves strong technical performance across segmentation, planning, reconstruction, applicator selection, ...
Smarter Ultrasound-to-CT Matching Could Sharpen Computer-Assisted Knee Surgery
A staged, uncertainty-aware registration framework called PSRR outperformed standard algorithms in 120 water-tank phantom trials, cutting ultrasound-to-CT alignment error by ...
AI Checklist Helps Radiologists Read Tricky Heel Surgery X-Rays Faster and More Accurately
A multicenter study of six radiologists found that a pre-generated GPT-5 checklist and draft report raised binary escalation accuracy on ...
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