Deep Learning-Based Generation of Retinal Nerve Fibre Layer Thickness Maps from Fundus Photographs: A Comparative Analysis of U-Net Architectures for Accessible Glaucoma Assessment. [PDF]
Ohn K, Jun H, Kim YS, Whang WJ.
europepmc +1 more source
This graphical abstract presents a lightweight and automated BiLSTM‐based Multi‐Cycle GAN framework for retinal blood vessel and optic disc segmentation in fundus images. Initially, fundus images undergo preprocessing, including green channel extraction, denoising, resizing, and dataset splitting.
Rasmita Kumari Mohanty +7 more
wiley +1 more source
A TV-BM3D Iterative Algorithm for VMAT-CT Reconstruction. [PDF]
Chien CL, Guo B, Zhang R.
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ABSTRACT Background MRI is essential for diagnosing and monitoring neurological diseases. Conventional protocols require multiple sequences to obtain complementary contrasts, increasing scan time, cost, and tolerability. Generating multiple contrasts from a single acquisition may streamline workflow while maintaining clinical utility.
Jeramy Lewis +8 more
wiley +1 more source
Multimodal medical image reconstruction and organ-wise disease classification using a hybrid deep learning-Kalman filtering framework. [PDF]
Arif S.
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Abstract Background Adaptive radiation therapy (ART) relies on daily cone‐beam CT (CBCT), yet its limited image quality hinders accurate dose calculation, particularly under substantial anatomical changes. Purpose To overcome the clinical challenge of scarce paired planning CT (pCT) data versus abundant unpaired CBCTs, we propose a framework driven by ...
Joonil Hwang +3 more
wiley +1 more source
Quantitative and Qualitative Evaluation of a Confidence-Aware Transformer-Based Super-Resolution Framework for Panoramic Radiographs. [PDF]
Lee J, An CH, An SY, Kim EK, Kwon YE.
europepmc +1 more source
Product-of-Gaussian-mixture diffusion models for joint nonlinear MRI reconstruction. [PDF]
Nagler L, Zach M, Pock T.
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China runoff-field forecasting based on cross-scale gating and basin-topology attention. [PDF]
Li A, He X, Yang K, Ge W, Hua J.
europepmc +1 more source
Force-controlled robotic ultrasound elastography enhances diagnostic consistency for thyroid nodules. [PDF]
Yan T +6 more
europepmc +1 more source

