Cargando…

Improved Training Efficiency for Retinopathy of Prematurity Deep Learning Models Using Comparison versus Class Labels

PURPOSE: To compare the efficacy and efficiency of training neural networks for medical image classification using comparison labels indicating relative disease severity versus diagnostic class labels from a retinopathy of prematurity (ROP) image dataset. DESIGN: Evaluation of diagnostic test or tec...

Descripción completa

Detalles Bibliográficos
Autores principales:	Hanif, Adam, Yıldız, İlkay, Tian, Peng, Kalkanlı, Beyza, Erdoğmuş, Deniz, Ioannidis, Stratis, Dy, Jennifer, Kalpathy-Cramer, Jayashree, Ostmo, Susan, Jonas, Karyn, Chan, R. V. Paul, Chiang, Michael F., Campbell, J. Peter
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Elsevier 2022
Materias:	Original Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9560533/ https://www.ncbi.nlm.nih.gov/pubmed/36249702 http://dx.doi.org/10.1016/j.xops.2022.100122

Ejemplares similares

Plus Disease in Retinopathy of Prematurity: Convolutional Neural Network Performance Using a Combined Neural Network and Feature Extraction Approach
por: Yildiz, Veysi M., et al.
Publicado: (2020)

Oxygenation Fluctuations Associated with Severe Retinopathy of Prematurity: Insights from a Multimodal Deep Learning Approach
por: Lin, Wei-Chun, et al.
Publicado: (2023)

Quantification of Early Neonatal Oxygen Exposure as a Risk Factor for Retinopathy of Prematurity Requiring Treatment
por: Chen, Jimmy S., et al.
Publicado: (2021)

Synthetic Medical Images for Robust, Privacy-Preserving Training of Artificial Intelligence: Application to Retinopathy of Prematurity Diagnosis
por: Coyner, Aaron S., et al.
Publicado: (2022)

Artificial Intelligence in Retinopathy of Prematurity Diagnosis
por: Scruggs, Brittni A., et al.
Publicado: (2020)

Evaluation of an Artificial Intelligence System for Retinopathy of Prematurity Screening in Nepal and Mongolia
por: Cole, Emily, et al.
Publicado: (2022)

Assessment of Retinopathy of Prematurity Regression and Reactivation Using an Artificial Intelligence–Based Vascular Severity Score
por: Eilts, Sonja K., et al.
Publicado: (2023)

Siamese neural networks for continuous disease severity evaluation and change detection in medical imaging
por: Li, Matthew D., et al.
Publicado: (2020)

Peripheral OCT Assisted by Scleral Depression in Retinopathy of Prematurity
por: Scruggs, Brittni A., et al.
Publicado: (2021)

Advantages of Widefield Optical Coherence Tomography in the Diagnosis of Retinopathy of Prematurity
por: Nguyen, Thanh-Tin P., et al.
Publicado: (2022)

Association of Optical Coherence Tomography–Measured Fibrovascular Ridge Thickness and Clinical Disease Stage in Retinopathy of Prematurity
por: Nguyen, Thanh-Tin P., et al.
Publicado: (2022)

Introduction to Machine Learning, Neural Networks, and Deep Learning
por: Choi, Rene Y., et al.
Publicado: (2020)

Changes in Relative Position of Choroidal Versus Retinal Vessels in Preterm Infants
por: Kim, Sang Jin, et al.
Publicado: (2017)

Identification of candidate genes and pathways in retinopathy of prematurity by whole exome sequencing of preterm infants enriched in phenotypic extremes
por: Kim, Sang Jin, et al.
Publicado: (2021)

Advances in retinopathy of prematurity imaging
por: Wakabayashi, Taku, et al.
Publicado: (2022)

MRI Simulation Study Investigating Effects of Vessel Topology, Diffusion, and Susceptibility on Transverse Relaxation Rates Using a Cylinder Fork Model
por: Shazeeb, Mohammed Salman, et al.
Publicado: (2017)

Retinopathy of prematurity
por: Bhende, Pramod S
Publicado: (2020)

Systemic Cytokines in Retinopathy of Prematurity
por: Wu, Po-Yi, et al.
Publicado: (2023)

Bedside Diode Laser Photocoagulation Under Remifentanil Analgesia for Retinopathy of Prematurity: Early Structural Outcomes
por: Şekeroğlu, Mehmet Ali, et al.
Publicado: (2016)

Retinopathy of Prematurity in Triplets
por: Şekeroğlu, Mehmet Ali, et al.
Publicado: (2016)

Classifying retinopathy of prematurity
por: Molinari, Andrea, et al.
Publicado: (2017)

Development of retinopathy of prematurity
por: Qayyum, Seema
Publicado: (2017)

Development of retinopathy of prematurity
por: Qayyum, Seema
Publicado: (2018)

Outcomes of Retinopathy of Prematurity
por: HEIDARY, Fatemeh, et al.
Publicado: (2016)

The Fovea in Retinopathy of Prematurity
por: Akula, James D., et al.
Publicado: (2020)

Metabolism in Retinopathy of Prematurity
por: Tomita, Yohei, et al.
Publicado: (2021)

Anesthesia in retinopathy of prematurity
por: Alselaimy, Ruba, et al.
Publicado: (2022)

Update on retinopathy of prematurity
por: Abouammoh, Marwan A., et al.
Publicado: (2022)

Pathophysiology of retinopathy of prematurity
por: Strube, Yi Ning J., et al.
Publicado: (2022)

Incidence of Retinopathy of Prematurity in Extremely Premature Infants
por: Şahin, Alparslan, et al.
Publicado: (2014)

Primary and additional treatment preference in aggressive retinopathy of prematurity and type 1 retinopathy of prematurity
por: Jang, Ji Hye, et al.
Publicado: (2023)

Effects of Congenital Ocular Toxoplasmosis on Peripheral Retinal Vascular Development in Premature Infants at Low Risk for Retinopathy of Prematurity
por: Hasanreisoğlu, Murat, et al.
Publicado: (2019)

Risk Factors for Retinopathy of Prematurity in Premature Born Children
por: Alajbegovic-Halimic, Jasmina, et al.
Publicado: (2015)

Retinopathy of prematurity like retinopathy in full-term infants
por: Ratra, Dhanashree, et al.
Publicado: (2017)

Treatment of acute retinopathy of prematurity
por: Ursekar, Atul T
Publicado: (2011)

Findings in Persistent Retinopathy of Prematurity
por: Warren, Clinton C., et al.
Publicado: (2018)

Retinopathy of prematurity in Bangladesh: an overview
por: Nahar, Nazmun, et al.
Publicado: (2018)

Treatment of retinopathy of prematurity (ROP)
por: Rajan, Renu Puthenvilayil, et al.
Publicado: (2018)

Retinopathy of prematurity: the need for prevention
por: Liegl, Raffael, et al.
Publicado: (2016)

Retinopathy of prematurity in oculocutaneous albinism
por: Chandra, Parijat, et al.
Publicado: (2019)

Cannot write session to /tmp/vufind_sessions/sess_r1red7tfubs3qk3iq4k1t7ogjn