Cargando…

Improving model fairness in image-based computer-aided diagnosis

Deep learning has become a popular tool for computer-aided diagnosis using medical images, sometimes matching or exceeding the performance of clinicians. However, these models can also reflect and amplify human bias, potentially resulting inaccurate missed diagnoses. Despite this concern, the proble...

Descripción completa

Detalles Bibliográficos
Autores principales:	Lin, Mingquan, Li, Tianhao, Yang, Yifan, Holste, Gregory, Ding, Ying, Van Tassel, Sarah H., Kovacs, Kyle, Shih, George, Wang, Zhangyang, Lu, Zhiyong, Wang, Fei, Peng, Yifan
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10558498/ https://www.ncbi.nlm.nih.gov/pubmed/37803009 http://dx.doi.org/10.1038/s41467-023-41974-4

Ejemplares similares

Primary Open-Angle Glaucoma Diagnosis from Optic Disc Photographs Using a Siamese Network
por: Lin, Mingquan, et al.
Publicado: (2022)

Automated diagnosing primary open-angle glaucoma from fundus image by simulating human’s grading with deep learning
por: Lin, Mingquan, et al.
Publicado: (2022)

How Does Pruning Impact Long-Tailed Multi-Label Medical Image Classifiers?
por: Holste, Gregory, et al.
Publicado: (2023)

Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge
por: Holste, Gregory, et al.
Publicado: (2023)

Algorithmic fairness in computational medicine
por: Xu, Jie, et al.
Publicado: (2022)

Biometric Contrastive Learning for Data-Efficient Deep Learning from Electrocardiographic Images
por: Sangha, Veer, et al.
Publicado: (2023)

Knowledge Graph Applications in Medical Imaging Analysis: A Scoping Review
por: Wang, Song, et al.
Publicado: (2022)

Evaluation of the Quadri-Planes Method in Computer-Aided Diagnosis of Breast Lesions by Ultrasonography: Prospective Single-Center Study
por: Yongping, Liang, et al.
Publicado: (2020)

Performance of Computer-Aided Diagnosis in Ultrasonography for Detection of Breast Lesions Less and More Than 2 cm: Prospective Comparative Study
por: Yongping, Liang, et al.
Publicado: (2020)

Computer-Aided System for the Detection of Multicategory Pulmonary Tuberculosis in Radiographs
por: Xie, Yilin, et al.
Publicado: (2020)

Hypopyon following selective laser trabeculoplasty
por: Koenig, Lisa R., et al.
Publicado: (2020)

Effects of Psychological Benefits of Greenness on Airlines’ Customer Experiential Satisfaction, Service Fairness, Alternative Attractiveness, and Switching Intention
por: Chan, Suk Ha Grace, et al.
Publicado: (2022)

Fair scheduling in high performance computing environments
por: Sedighi, Art, et al.
Publicado: (2019)

A Computer-Aided Heart Valve Disease Diagnosis System Based on Machine Learning
por: Ding, Si-ji, et al.
Publicado: (2023)

Fairness, liberty and psychiatry
por: Ikkos, George
Publicado: (2009)

Computer-aided diagnosis system of thyroid nodules ultrasonography: Diagnostic performance difference between computer-aided diagnosis and 111 radiologists
por: Li, Tingting, et al.
Publicado: (2020)

Computer-aided dermoscopy for diagnosis of melanoma
por: Barzegari, Masoomeh, et al.
Publicado: (2005)

Computer-aided therapeutic diagnosis for anorexia
por: Spinczyk, Dominik, et al.
Publicado: (2020)

Three-dimensional computer-aided surgical workflow to aid in reconstruction: From diagnosis to surgical treatment
por: Sándor, George K, et al.
Publicado: (2014)

A FAIR and AI-ready Higgs boson decay dataset
por: Chen, Yifan, et al.
Publicado: (2022)

Differential Fairness: An Intersectional Framework for Fair AI †
por: Islam, Rashidul, et al.
Publicado: (2023)

The FAIR Cookbook - the essential resource for and by FAIR doers
por: Rocca-Serra, Philippe, et al.
Publicado: (2023)

Emerging Tools for Computer-Aided Diagnosis and Prognostication
por: Ritter, Scott, et al.
Publicado: (2014)

Computer-Aided Detection and Diagnosis in Medical Imaging
por: Chen, Chung-Ming, et al.
Publicado: (2013)

Computer-Aided Diagnosis of Acute Lymphoblastic Leukaemia
por: Shafique, Sarmad, et al.
Publicado: (2018)

Application of infrared thermography in computer aided diagnosis
por: Faust, Oliver, et al.
Publicado: (2014)

Computer-Aided Detection and Diagnosis of Neurological Disorder
por: Huse, Shreyash, et al.
Publicado: (2022)

Special Issue “Computer Aided Diagnosis Sensors”
por: El-Baz, Ayman, et al.
Publicado: (2022)

Cervical cancer screening aided by artificial intelligence, China
por: Zhu, Xingce, et al.
Publicado: (2023)

Attaining Fairness in Communication for Omniscience †
por: Ding, Ni, et al.
Publicado: (2022)

Natural Language Processing Applications for Computer-Aided Diagnosis in Oncology
por: Li, Chengtai, et al.
Publicado: (2023)

Computer-aided diagnosis of school-aged children with ASD using full frequency bands and enhanced SAE: A multi-institution study
por: Xiao, Zhiyong, et al.
Publicado: (2019)

Computer-aided diagnosis of primary membranous nephropathy using expert system
por: Gao, Jie, et al.
Publicado: (2023)

Quantification of fairness bias by a Fairness-Equity Model
por: Tam, David Nicoladie
Publicado: (2011)

Case Report: Glaucoma in an Infant With Retinopathy of Prematurity
por: Lenis, Tamara Lee, et al.
Publicado: (2021)

Born for fairness: evidence of genetic contribution to a neural basis of fairness intuition
por: Wang, Yun, et al.
Publicado: (2019)

Computer-aided diagnosis of skin cancer based on soft computing techniques
por: Xu, Zhiying, et al.
Publicado: (2020)

A survey on computer aided diagnosis for ocular diseases
por: Zhang, Zhuo, et al.
Publicado: (2014)

Computer-Aided Diagnosis and Decision-Making in the Acute Abdomen
por: de Dombal, F. T., et al.
Publicado: (1975)

SPIE Computer-Aided Diagnosis conference anniversary review
por: Summers, Ronald M., et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_ebpa2iu47pf5c57pms02s19cec