AIMC Topic: Microvessels

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MRI-Based Topology Deep Learning Model for Noninvasive Prediction of Microvascular Invasion and Assisting Prognostic Stratification in HCC.

Liver international : official journal of the International Association for the Study of the Liver Mar 1, 2025
BACKGROUND & AIMS: Microvascular invasion (MVI) is associated with poor prognosis in hepatocellular carcinoma (HCC). Topology may improve the predictive performance and interpretability of deep learning (DL). We aimed to develop and externally valida...
Humans Prognosis Retrospective Studies Female Risk Factors Aged Male Middle Aged Deep Learning ROC Curve Liver Neoplasms Carcinoma, Hepatocellular Magnetic Resonance Imaging Neoplasm Invasiveness Proportional Hazards Models Microvessels
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Enhancement of structural and functional photoacoustic imaging based on a reference-inputted convolutional neural network.

Optics express Jan 13, 2025
Photoacoustic microscopy has demonstrated outstanding performance in high-resolution functional imaging. However, in the process of photoacoustic imaging, the photoacoustic signals will be polluted by inevitable background noise. Besides, the image q...
Humans Neural Networks, Computer Animals Convolutional Neural Networks Image Processing, Computer-Assisted Mice Signal-To-Noise Ratio Phantoms, Imaging Photoacoustic Techniques Ear Microvessels
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High-contrast scleroconjunctival microvasculature via deep learning denoising.

Indian journal of ophthalmology Oct 1, 2020
Humans Neural Networks, Computer Deep Learning Image Processing, Computer-Assisted Microvessels
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Fully Convolutional DenseNets for Segmentation of Microvessels in Two-photon Microscopy.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2018
Segmentation of microvessels measured using two-photon microscopy has been studied in the literature with limited success due to uneven intensities associated with optical imaging and shadowing effects. In this work, we address this problem using a c...
Humans Neural Networks, Computer Deep Learning Image Processing, Computer-Assisted Microscopy Photons Microvessels
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