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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Characterizing the Impact of Training Data on Generalizability: Application in Deep Learning to Estimate Lung Nodule Malignancy Risk https://doi.org/10.1148/ryai.240636 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Registry-linked 5-year breast cancer incidence in a large screening mammography cohort with standalone AI and radiologist readers https://doi.org/10.1148/ryai.240804 #SABI2025 #AbdRad #radiology

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#SABI2025 reminded us why we keep coming back to this amazing community: the most brilliant minds, inspiring ideas and countless ways to connect with mentors and mentees. I feel so lucky to have had such a full schedule this year. Looking forward to Savannah! ✨

@sabimaging.bsky.social

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

How Much Training Data Does AI Need? https://doi.org/10.1148/ryai.250685 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

#DeepLearning model to segment lumbar paraspinal muscles & quantify muscle volumes on MRI https://doi.org/10.1148/ryai.240833 @griffith.edu.au‬ #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Dentate nucleus segmentation tool using #DeepLearning applied to brain MRI-based quantitative susceptibility mapping images https://doi.org/10.1148/ryai.240478 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

MR-Transformer: A Vision Transformer-based Deep Learning Model for Total Knee Replacement Prediction Using MRI https://doi.org/10.1148/ryai.240373 @cem.bsky.social @cai2r.net #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Technical feasibility demonstration shows homomorphic encryption can achieve comparable diagnostic accuracy to nonencrypted models https://doi.org/10.1148/ryai.250682 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

A #DeepLearning pharmacokinetic parametric mapping method for early pCR prediction using multiphasic DCE-MRI https://doi.org/10.1148/ryai.240769 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Single Inspiratory Chest CT-based Generative Deep Learning Models to Evaluate Functional Small Airway Disease https://doi.org/10.1148/ryai.240680 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Multicenter Validation of Automated Segmentation and Composition Analysis of Lumbar Paraspinal Muscles Using Multisequence MRI https://doi.org/10.1148/ryai.240833 @griffith.edu.au‬ #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Homomorphic encryption was integrated into deep learning models for CT-based renal mass classification https://doi.org/10.1148/ryai.240798 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

#DeepLearning model using a two-step localization & segmentation pipeline segmented the dentate nucleus using quantitative susceptibility mapping images https://doi.org/10.1148/ryai.240478 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Model uses a single inspiratory chest CT scan to generate parametric response maps & predict functional small airway disease https://doi.org/10.1148/ryai.240680 #SABI2025 #AbdRad #radiology

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✅Had a great time presenting at #SABI2025!
We discussed how our ensemble multi-task neural network can accurately differentiate pneumonia and pulmonary edema on chest radiographs.
#SABI25
@sabimaging.bsky.social

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Deep learning method for lumbar paraspinal muscle segmentation on MRI https://doi.org/10.1148/ryai.240833 @griffith.edu.au‬ #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

MR-Transformer: A Vision Transformer-based Deep Learning Model for Total Knee Replacement Prediction Using MRI https://doi.org/10.1148/ryai.240373 @cem.bsky.social @cai2r.net #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Development of Privacy-preserving #DeepLearning Model with Homomorphic Encryption: A Technical Feasibility Study in Kidney CT Imaging https://doi.org/10.1148/ryai.240798 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Technical feasibility demonstration shows homomorphic encryption can achieve comparable diagnostic accuracy to nonencrypted models https://doi.org/10.1148/ryai.250682 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Accurate and efficient segmentation of the #dentate nucleus from brain quantitative susceptibility mapping images https://doi.org/10.1148/ryai.240478 #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

Multicenter Validation of Automated Segmentation and Composition Analysis of Lumbar Paraspinal Muscles Using Multisequence MRI https://doi.org/10.1148/ryai.240833 @griffith.edu.au‬ #SABI2025 #AbdRad #radiology

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Image from article in Radiology: Artificial Intelligence

Image from article in Radiology: Artificial Intelligence

A #DeepLearning pharmacokinetic parametric mapping method for early pCR prediction using multiphasic DCE-MRI https://doi.org/10.1148/ryai.240769 #SABI2025 #AbdRad #radiology

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On my way to #SABI2025 in Nashville!

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Are you going to #SABI2025 in Nashville? Then come check out our Medscape Live Symposium at SABI on Monday, October 13th at 12pm with Victoria Chernyak MD and Bashir Taouli, MD! @sabimaging.bsky.social

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