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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 likely to be more robust …

Author: Aurora Rosvoll Groendahl, Ingerid Skjei Knudtsen, Bao Ngoc Huynh, Martine Mulstad, Yngve Mardal Mard...

Fully Automated Delineation of Gross Tumor Volume for …

Purpose: In this study, we proposed an automated deep learning (DL) method for head and neck cancer (HNC) gross tumor volume (GTV) contouring on positron emission tomography-computed tomography (PET-CT) images. Materials and methods: PET-CT images were collected from 22 newly diagnosed HNC patients, of whom 17 (Database 1) and 5 (Database 2) were from two centers, respectively.

Cited by: 38

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: 9

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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/CT ...

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Introduction

Fully automatic multi‐organ segmentation for head and neck ...

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 method for H&N CT images is demonstrated and tested.

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Jan 13, 2021 · The task of the challenge is the automatic segmentation of head and neck primary Gross Tumor Volume in FDG-PET/CT images, focusing on the oropharynx region. The data were collected from five centers for a total of 254 images, split into 201 training and 53 testing cases.

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Automatic classification of dopamine transporter SPECT ...

Aug 31, 2019 · Purpose This study investigated the potential of deep convolutional neural networks (CNN) for automatic classification of FP-CIT SPECT in multi-site or multi-camera settings with variable image characteristics. Methods The study included FP-CIT SPECT of 645 subjects from the Parkinson’s Progression Marker Initiative (PPMI), 207 healthy controls, and 438 Parkinson’s disease patients. SPECT ...

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Automatic determination of cardiovascular risk by CT ...

Apr 04, 2017 · Background We investigated fully automatic coronary artery calcium (CAC) scoring and cardiovascular disease (CVD) risk categorization from CT attenuation correction (CTAC) acquired at rest and stress during cardiac PET/CT and compared it with manual annotations in CTAC and with dedicated calcium scoring CT (CSCT). Methods and Results We included 133 consecutive patients undergoing myocardial ...

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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 twenty-two healthy ...

A deep learning method for automatic segmentation of the ...

Jul 01, 2021 · For this MRI dataset, the maximum volumetric Dice (best performance) is found in the individual fold with 0.917 for orbit and 0.989 for the background, or 0.825 and 0.987 if the per-slice Dice is ...

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Nov 13, 2018 · Many diagnostic or treatment planning applications critically depend on the successful localization of bony structures in CT images. Manual or semiautomatic bone segmentation is tedious, however, and often not practical in clinical routine. In this paper, we present a reliable and fully automatic bone segmentation in whole-body CT scans of patients suffering from multiple myeloma.

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Automatic segmentation and classification of breast ...

Apr 27, 2019 · Multiparametric positron emission tomography/magnetic resonance imaging (mpPET/MRI) shows clinical potential for detection and classification of breast lesions. Yet, the contribution of features for computer-aided segmentation and diagnosis (CAD) need to be better understood. We proposed a data-driven machine learning approach for a CAD system combining dynamic contrast-enhanced (DCE)-MRI ...

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Frontiers | Fully-Automated Segmentation of …

Feb 19, 2020 · The median DSC in 10-fold cross-validation experiment with DEU was 0.735. In this study, we successfully proposed and verified a fully automatic NPC segmentation method based on DEU and multi-sequence MRI images with accurate and stable performance. If further verified, our proposed method would be of use in clinical practice of NPC.

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Jul 06, 2020 · The use of hybrid systems is increasingly growing in Europe and this is progressively important for the final result of diagnostic tests. As an integral part of the hybrid imaging system, computed tomography (CT) plays a crucial role in myocardial perfusion imaging diagnostics. Throughout Europe, a variety of equipment is available and also different university curricula of the nuclear ...

Fully Automatic Deep Learning in Bi-institutional Prostate ...

May 28, 2021 · The full U-Net had corresponding sensitivity of 97% (241/249) and 88% (219/249) with specificity of 20% (86/433) and 59% (254/433), not statistically different from PI-RADS (P > 0.3 for all comparisons). U-Net trained using a reduced set of 171 consecutive examinations achieved inferior performance (P < 0.001).

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Computer-Aided Grading of Gliomas Combining Automatic ...

Gliomas are the most common primary brain tumors, and the objective grading is of great importance for treatment. This paper presents an automatic computer-aided diagnosis of gliomas that combines automatic segmentation and radiomics, which can improve the diagnostic ability. The MRI data containing 220 high-grade gliomas and 54 low-grade gliomas are used to evaluate our system.

Comprehensive computer‐aided diagnosis for breast T1 ...

Sep 03, 2018 · 1 Introduction. In recent years, breast cancer is the most common cancer type among women in the western world (30% new cases in the USA 2018), resulting to be the second cause of death by cancer (14% deaths in the USA 2018) after the lung cancer and before the colorectum cancer [].The budget for breast cancer research has gradually increased over the past few years, but today prevention and ...

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