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An Automated Pipeline for the Analysis of PET Data on the ...

We present a fully automatic pipeline for the analysis of PET data on the cortical surface. Our pipeline combines tools from FreeSurfer and PETPVC, and consists of (i) co-registration of PET and T1-w MRI (T1) images, (ii) intensity normalization, (iii) partial volume correction, (iv) robust projection of the PET signal onto the subject's cortical surface, (v) spatial normalization to a ...

Cited by: 8

A comparison of methods for fully automatic segmentation ...

Mar 04, 2021 · This comparison study demonstrated that the performance of all methods was dependent on the FDG-PET uptake properties of the tumor and background tissue, leading to substantial variations in patient-wise segmentation quality (Hatt et al 2018). As the FDG-PET uptake is not fully cancer specific, an auto-segmentation method capable of utilizing CT or multimodality PET/CT images is …

Cited by: 1

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Overview

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Exploit fully automatic low-level segmented PET data for ...

Mar 05, 2019 · We present an approach for fully automatic urinary bladder segmentation in CT images with artificial neural networks in this study. Automatic medical image analysis has become an invaluable tool in the different treatment stages of diseases. Especially medical image segmentation plays a vital role, since segmentation is often the initial step in an image analysis pipeline.

Cited by: 10

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Aug 23, 2018 · Although good performance was observed, its robustness and potential improvement need to be tested on a larger patient dataset and preferably in a multi-institutional study. 5 Conclusion. A fully automatic and efficient multi organ segmentation …

Convolutional neural networks for PET functional volume ...

Mar 27, 2021 · Purpose In this work, we addressed fully automatic determination of tumor functional uptake from positron emission tomography (PET) images without relying on other image modalities or additional prior constraints, in the context of multicenter images with heterogeneous characteristics. Methods In cervical cancer, an additional challenge is the location of the tumor uptake near or even …

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Artificial intelligence in medical imaging of the liver

Feb 14, 2019 · The CNN method has better performance than other machine learning algorithms. In addition, a novel, fully automatic approach to segment liver tumors from contrast-enhanced CT images based on a multi-channelfully convolutional network (MC-FCN) was presented. The MC-FCN model provided greater accuracy and robustness than previous methods. These automated segmentation …

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Introduction

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Oropharyngeal primary tumor segmentation for …

3.2. Fully automatic approach. As shown in Fig. 2, combining all MR sequences resulted in the best performance, with a median Dice of 0.55 (range 0–0.78), median 95th HD of 8.7 mm (range 2.8–84.8 mm) and median MSD of 2.7 mm (range 1.0–26.8 mm), and the least variability among patients. The control experiment showed that by training a 2D UNet with full resolution scans the results were not …

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‪Shashank Subramanian‬ - ‪Google Scholar‬

Fully automatic calibration of tumor-growth models using a single mpMRI scan K Scheufele, S Subramanian, G Biros IEEE Transactions on Medical Imaging 40 (1), 193-204 , 2020

Home | Phoenix Flexibles

About US. Improving packaging standards. Phoenix Flexibles is a one-stop source for printed and laminated quality flexible packaging materials. An emerging leader in flexible packaging, Phoenix provides packaging solutions to customers globally through a …

Exploit fully automatic low-level segmented PET data for ...

Mar 05, 2019 · We present an approach for fully automatic urinary bladder segmentation in CT images with artificial neural networks in this study. Automatic medical image analysis has become an invaluable tool in the different treatment stages of diseases. Especially medical image segmentation plays a vital role, since segmentation is often the initial step in an image analysis pipeline.

Complete fully automatic segmentation and 3-dimensional ...

Apr 01, 2021 · Pak et al. developed a decision tree model to improve diagnostic performance of positron emission tomography/computed tomography (PET/CT) and detect metastatic lymph nodes in NSCLC. Bayanati et al. [24] presented the accuracy assessment of CT texture and shape analysis in the differentiation of benign and malignant mediastinal nodes in lung cancer.

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Automatic classification of solitary pulmonary nodules in ...

May 18, 2021 · Early and automatic diagnosis of Solitary Pulmonary Nodules (SPN) in Computed Tomography (CT) chest scans can provide early treatment for patients with lung cancer, as well as doctor liberation from time-consuming procedures. The purpose of this study is the automatic and reliable characterization of SPNs in CT scans extracted from Positron Emission Tomography and Computer Tomography (PET…

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Frontiers | A Fully Automatic Framework for Parkinson’s ...

BackgroundParkinson’s disease (PD) is a prevalent long-term neurodegenerative disease. Though the criteria of PD diagnosis are relatively well defined, current diagnostic procedures using medical images are labor-intensive and expertise-demanding. Hence, highly integrated automatic diagnostic algorithms are desirable.MethodsIn this work, we propose an end-to-end multi-modality diagnostic ...

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What are the Most Recyclable Materials?

Recovered PET products can be reused continuously into new PET containers, carpet, clothing, protective packaging, industrial strapping, automotive parts, construction materials, and much more 7.Despite this, it is estimated that the average American household uses 45 pounds PET plastic bottles and jars each year, and 80% of these bottles will end up on a landfill.

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Clinical impact of digital and conventional PET control ...

Nov 30, 2020 · Digital PET cameras markedly improve sensitivity and spatial resolution of brain 18F-FDG PET images compared to conventional cameras. Our study aimed to assess whether specific control databases are required to improve the diagnostic performance of these recent advances. We retrospectively selected two groups of subjects, twenty-seven Alzheimer's Disease (AD) patients and …

Deep Learning for Automatic Calcium Scoring in CT ...

Feb 11, 2020 · In this study, we demonstrated that a deep learning (DL) method for automatic calcium scoring is robust with regard to substantial differences in CT type (eg, PET attenuation correction [AC PET] vs low-dose CT of the chest) and patient population (eg, patients with breast cancer vs heavy smokers older than 55 years) without additional training ...

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ResectVol: A tool to automatically segment and ...

Oct 05, 2021 · We developed ResectVol, a fully automatic, user-friendly tool that obtains surgical lacuna segmentations and identifies the brain structures inside the lacuna using the pre- (Preop-MRI) and postoperative MRI (Postop-MRI) 3D T1-weighted images. We validate its performance in a cohort of temporal lobe epilepsy patients who underwent surgery.

Alzheimer’s cerebrospinal biomarkers from Lumipulse fully ...

Jan 12, 2021 · Alzheimer’s disease (AD) cerebrospinal fluid (CSF) biomarker cutoffs from immunoassays with low interlaboratory variability in diverse ethnic groups are necessary for their use in clinics and clinical trials. With lack of cutoffs from fully automated immunoassay platforms in diverse races, the aim of this study is to evaluate the clinical utility of CSF AD biomarkers from the Lumipulse fully ...

Non-invasive myocardial performance mapping using 3D ...

Jun 05, 2019 · As such, in this study, a method for non-invasive myocardial performance mapping on RT3DE is proposed. A fully automatic method for myocardial segmentation and tracking was used to obtain 3D local LV geometry and strain.

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Oropharyngeal primary tumor segmentation for …

Jul 01, 2021 · For the fully automatic approach, the performance of the networks trained with different sequences (T1w, T2w, T1gd, T1gd/T2w, and all sequences combined) was compared for the patients on the separate test set. Because of memory constraints, scans were resized to a lower resolution by a factor of ~2.5 to 1.9 mm × 1.9 mm × 1.9 mm.

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