Deep learning algorithm performance in contouring head and neck organs at risk: a systematic review and single-arm meta-analysis

Synthetic cranial MRI from 3D optical surface scans using deep learning for radiation therapy treatment planning

(2023) Michael Douglass et al.   Physical and Engineering Sciences in Medicine

Implications of resampling data to address the class imbalance problem (IRCIP): an evaluation of impact on performance between classification algorithms in medical data

(2023) Koen Welvaars et al.   JAMIA Open

Enhancing the prediction of IDC breast cancer staging from gene expression profiles using hybrid feature selection methods and deep learning architecture

(2023) Akash Kishore et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Hybrid Multi-Label Classification Model for Medical Applications Based on Adaptive Synthetic Data and Ensemble Learning

(2023) M. Priyadharshini et al.   SENSORS

General and custom deep learning autosegmentation models for organs in head and neck, abdomen, and male pelvis

(2022) Asma Amjad et al.   MEDICAL PHYSICS

Improving Depth Estimation by Embedding Semantic Segmentation: A Hybrid CNN Model

(2022) José E. Valdez-Rodríguez et al.   SENSORS

Artificial intelligence in brain MRI analysis of Alzheimer’s disease over the past 12 years: A systematic review

(2022) Tory O. Frizzell et al.   AGEING RESEARCH REVIEWS

Hybrid Deep Feature Fusion of 2D CNN and 3D CNN for Vestibule Segmentation from CT Images

(2022) Ruicong Zhang et al.   Computational and Mathematical Methods in Medicine

The Low Rate of Adherence to Checklist for Artificial Intelligence in Medical Imaging Criteria Among Published Prostate MRI Artificial Intelligence Algorithms

(2022) Mason J. Belue et al.   Journal of the American College of Radiology

Appraising the causal role of smoking in multiple diseases: A systematic review and meta-analysis of Mendelian randomization studies

(2022) Susanna C. Larsson et al.   EBioMedicine

Transfer learning-based approach for automated kidney segmentation on multiparametric MRI sequences

(2022) Rohini Gaikar et al.   Journal of Medical Imaging

Disparities in head and neck cancer incidence and trends by race/ethnicity and sex

(2022) Angela L. Mazul et al.   HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK

Comparative evaluation of a prototype deep learning algorithm for autosegmentation of normal tissues in head and neck radiotherapy

(2022) Jihye Koo et al.   RADIOTHERAPY AND ONCOLOGY

Comprehensive and clinically accurate head and neck cancer organs-at-risk delineation on a multi-institutional study

(2022) Xianghua Ye et al.   Nature Communications

Training deep‐learning segmentation models from severely limited data

(2021) Yao Zhao et al.   MEDICAL PHYSICS

Feasibility of Continual Deep Learning-Based Segmentation for Personalized Adaptive Radiation Therapy in Head and Neck Area

(2021) Nalee Kim et al.   Cancers

A deep learning-based auto-segmentation system for organs-at-risk on whole-body computed tomography images for radiation therapy

(2021) Xuming Chen et al.   RADIOTHERAPY AND ONCOLOGY

Automated delineation of head and neck organs at risk using synthetic MRI‐aided mask scoring regional convolutional neural network

(2021) Xianjin Dai et al.   MEDICAL PHYSICS

Appraising prediction research: a guide and meta‐review on bias and applicability assessment using the Prediction model Risk Of Bias ASsessment Tool (PROBAST)

(2021) Ype Jong et al.   NEPHROLOGY

The impact of training sample size on deep learning-based organ auto-segmentation for head-and-neck patients

(2021) Yingtao Fang et al.   PHYSICS IN MEDICINE AND BIOLOGY

Interobserver variability in organ at risk delineation in head and neck cancer

(2021) J. van der Veen et al.   Radiation Oncology

Selective oversampling approach for strongly imbalanced data

(2021) Peter Gnip et al.   PeerJ Computer Science

Fusing 2D and 3D convolutional neural networks for the segmentation of aorta and coronary arteries from CT images

(2021) Linyan Gu et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation

(2021) Michael Yeung et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

3D hemisphere-based convolutional neural network for whole-brain MRI segmentation

(2021) Evangeline Yee et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Large-scale validation of the prediction model risk of bias assessment Tool (PROBAST) using a short form: high risk of bias models show poorer discrimination

(2021) Esmee Venema et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Cascaded deep learning‐based auto‐segmentation for head and neck cancer patients: Organs at risk on T2‐weighted magnetic resonance imaging

(2021) James C. Korte et al.   MEDICAL PHYSICS

Weaving attention U‐net: A novel hybrid CNN and attention‐based method for organs‐at‐risk segmentation in head and neck CT images

(2021) Zhuangzhuang Zhang et al.   MEDICAL PHYSICS

Multi-organ auto-delineation in head-and-neck MRI for radiation therapy using regional convolutional neural network

(2021) Xianjin Dai et al.   PHYSICS IN MEDICINE AND BIOLOGY

A novel semi auto-segmentation method for accurate dose and NTCP evaluation in adaptive head and neck radiotherapy

(2021) Yong Gan et al.   RADIOTHERAPY AND ONCOLOGY

Self-channel-and-spatial-attention neural network for automated multi-organ segmentation on head and neck CT images

(2020) Shuiping Gou et al.   PHYSICS IN MEDICINE AND BIOLOGY

Deep Multi-Scale 3D Convolutional Neural Network (CNN) for MRI Gliomas Brain Tumor Classification

(2020) Hiba Mzoughi et al.   JOURNAL OF DIGITAL IMAGING

Head and neck multi‐organ auto‐segmentation on CT images aided by synthetic MRI

(2020) Yingzi Liu et al.   MEDICAL PHYSICS

Robustness study of noisy annotation in deep learning based medical image segmentation

(2020) Shaode Yu et al.   PHYSICS IN MEDICINE AND BIOLOGY

Alcohol drinking and head and neck cancer risk: the joint effect of intensity and duration

(2020) Gioia Di Credico et al.   BRITISH JOURNAL OF CANCER

Multi-View Spatial Aggregation Framework for Joint Localization and Segmentation of Organs at Risk in Head and Neck CT Images

(2020) Shujun Liang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A slice classification model-facilitated 3D encoder–decoder network for segmenting organs at risk in head and neck cancer

(2020) Shuming Zhang et al.   JOURNAL OF RADIATION RESEARCH

FocusNetv2: Imbalanced large and small organ segmentation with adversarial shape constraint for head and neck CT images

(2020) Yunhe Gao et al.   MEDICAL IMAGE ANALYSIS

Cross‐modality deep learning: Contouring of MRI data from annotated CT data only

(2020) Jennifer P. Kieselmann et al.   MEDICAL PHYSICS

Evaluation of Deep Learning to Augment Image-Guided Radiotherapy for Head and Neck and Prostate Cancers

(2020) Ozan Oktay et al.   JAMA Network Open

PROBAST: A Tool to Assess the Risk of Bias and Applicability of Prediction Model Studies

(2019) Robert F. Wolff et al.   ANNALS OF INTERNAL MEDICINE

Multi-organ segmentation of the head and neck area: an efficient hierarchical neural networks approach

(2019) Elias Tappeiner et al.   International Journal of Computer Assisted Radiology and Surgery

A Convolutional Neural Network Algorithm for Automatic Segmentation of Head and Neck Organs‐at‐Risk Using Deep Lifelong Learning

(2019) Jason W. Chan et al.   MEDICAL PHYSICS

Shape constrained fully convolutional DenseNet with adversarial training for multiorgan segmentation on head and neck CT and low‐field MR images

(2019) Nuo Tong et al.   MEDICAL PHYSICS

Very late xerostomia, dysphagia, and neck fibrosis after head and neck radiotherapy

(2019) Margot Baudelet et al.   HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK

3D whole brain segmentation using spatially localized atlas network tiles

(2019) Yuankai Huo et al.   NEUROIMAGE

Boosting‐based Cascaded Convolutional Neural Networks for the Segmentation of CT Organs‐at‐risk in Nasopharyngeal Carcinoma

(2019) Tao Zhong et al.   MEDICAL PHYSICS

Improving automatic delineation for head and neck organs at risk by Deep Learning Contouring

(2019) Lisanne V. van Dijk et al.   RADIOTHERAPY AND ONCOLOGY

Interobserver variations in the delineation of target volumes and organs at risk and their impact on dose distribution in intensity-modulated radiation therapy for nasopharyngeal carcinoma

(2018) Ying-lin Peng et al.   ORAL ONCOLOGY

Is accurate contouring of salivary and swallowing structures necessary to spare them in head and neck VMAT plans?

(2018) Alexander R. Delaney et al.   RADIOTHERAPY AND ONCOLOGY

Nutrition impact symptoms and associated outcomes in post-chemoradiotherapy head and neck cancer survivors: a systematic review

(2018) Sylvia L. Crowder et al.   Journal of Cancer Survivorship

Fully automatic multi-organ segmentation for head and neck cancer radiotherapy using shape representation model constrained fully convolutional neural networks

(2018) Nuo Tong et al.   MEDICAL PHYSICS

Epidemiology and Demographics of the Head and Neck Cancer Population

(2018) Natasha Cohen et al.   Oral and Maxillofacial Surgery Clinics of North America

Adaptive radiotherapy for head and neck cancer

(2018) J. Castelli et al.   ACTA ONCOLOGICA

Deep-learning-based detection and segmentation of organs at risk in nasopharyngeal carcinoma computed tomographic images for radiotherapy planning

(2018) Shujun Liang et al.   EUROPEAN RADIOLOGY

Patterns of failure, treatment outcomes and late toxicities of head and neck cancer in the current era of IMRT

(2018) Dorothy M. Gujral et al.   ORAL ONCOLOGY

The future of personalised radiotherapy for head and neck cancer

(2017) Jimmy J Caudell et al.   LANCET ONCOLOGY

Segmentation of organs-at-risks in head and neck CT images using convolutional neural networks

(2017) Bulat Ibragimov et al.   MEDICAL PHYSICS

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement

(2015) G. S. Collins et al.   BMJ-British Medical Journal

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement

(2015) G. S. Collins et al.   BMJ-British Medical Journal

Racial Disparity Among the Head and Neck Cancer Population

(2014) Pedram Daraei et al.   JOURNAL OF CANCER EDUCATION

Protection of quality and innovation in radiation oncology: The prospective multicenter trial the German Society of Radiation Oncology (DEGRO-QUIRO study)

(2014) H. Vorwerk et al.   STRAHLENTHERAPIE UND ONKOLOGIE

Radiotherapy for head and neck tumours in 2012 and beyond: conformal, tailored, and adaptive?

(2012) Vincent Grégoire et al.   LANCET ONCOLOGY

Examining the Incidence of Human Papillomavirus-Associated Head and Neck Cancers by Race and Ethnicity in the U.S., 1995–2005

(2012) Lauren Cole et al.   PLoS One

Systematic evaluation of three different commercial software solutions for automatic segmentation for adaptive therapy in head-and-neck, prostate and pleural cancer

(2012) Mariangela La Macchia et al.   Radiation Oncology

Primary Analysis of a Phase II Randomized Trial Radiation Therapy Oncology Group (RTOG) 0212: Impact of Different Total Doses and Schedules of Prophylactic Cranial Irradiation on Chronic Neurotoxicity and Quality of Life for Patients With Limited-Disease Small-Cell Lung Cancer

(2010) Aaron H. Wolfson et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Variations in the Contouring of Organs at Risk: Test Case From a Patient With Oropharyngeal Cancer

(2010) Benjamin E. Nelms et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS