Application of Artificial Intelligence in Thoracic Radiology: A Narrative Review

被引:1
作者
Lim, Woo Hyeon [1 ]
Kim, Hyungjin [1 ,2 ]
机构
[1] Seoul Natl Univ Hosp, Dept Radiol, Seoul, South Korea
[2] Seoul Natl Univ, Coll Med, Dept Radiol, 101 Daehak Ro, Seoul 03080, South Korea
关键词
Artificial Intelligence; Deep Learning; Thoracic Radiology; OBSTRUCTIVE PULMONARY-DISEASE; LARGE LANGUAGE MODELS; LUNG-CANCER; QUANTITATIVE CT; CLASSIFICATION; TUBERCULOSIS; MULTICENTER; IMAGES; AI;
D O I
10.4046/trd.2024.0062
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Thoracic radiology has emerged as a primary field in which artificial intelligence (AI) is extensively researched. Recent advancements highlight the potential to enhance radiologists' performance through AI. AI aids in detecting and classifying abnormalities, and in quantifying both normal and abnormal anatomical structures. Additionally, it facilitates prognostication by leveraging these quantitative values. This review article will discuss the recent achievements of AI in thoracic radiology, focusing primarily on deep learning, and explore the current limitations and future directions of this cutting-edge technique.
引用
收藏
页码:278 / 291
页数:14
相关论文
共 106 条
[41]   Extended application of a CT-based artificial intelligence prognostication model in patients with primary lung cancer undergoing stereotactic ablative radiotherapy [J].
Kim, Hyungjin ;
Lee, Joo Ho ;
Kim, Hak Jae ;
Park, Chang Min ;
Wu, Hong-Gyun ;
Goo, Jin Mo .
RADIOTHERAPY AND ONCOLOGY, 2021, 165 :166-173
[42]   Preoperative CT-based Deep Learning Model for Predicting Disease-Free Survival in Patients with Lung Adenocarcinomas [J].
Kim, Hyungjin ;
Goo, Jin Mo ;
Lee, Kyung Hee ;
Kim, Young Tae ;
Park, Chang Min .
RADIOLOGY, 2020, 296 (01) :216-224
[43]   CT-based deep learning model to differentiate invasive pulmonary adenocarcinomas appearing as subsolid nodules among surgical candidates: comparison of the diagnostic performance with a size-based logistic model and radiologists [J].
Kim, Hyungjin ;
Lee, Dongheon ;
Cho, Woo Sang ;
Lee, Jung Chan ;
Goo, Jin Mo ;
Kim, Hee Chan ;
Park, Chang Min .
EUROPEAN RADIOLOGY, 2020, 30 (06) :3295-3305
[44]   Test-retest reproducibility of a deep learning-based automatic detection algorithm for the chest radiograph [J].
Kim, Hyungjin ;
Park, Chang Min ;
Goo, Jin Mo .
EUROPEAN RADIOLOGY, 2020, 30 (04) :2346-2355
[45]   Clinical Validation of a Deep Learning Algorithm for Detection of Pneumonia on Chest Radiographs in Emergency Department Patients with Acute Febrile Respiratory Illness [J].
Kim, Jae Hyun ;
Kim, Jin Young ;
Kim, Gun Ha ;
Kang, Donghoon ;
Kim, In Jung ;
Seo, Jeongkuk ;
Andrews, Jason R. ;
Park, Chang Min .
JOURNAL OF CLINICAL MEDICINE, 2020, 9 (06) :1-11
[46]   Updated Primer on Generative Artificial Intelligence and Large Language Models in Medical Imaging for Medical Professionals [J].
Kim, Kiduk ;
Cho, Kyungjin ;
Jang, Ryoungwoo ;
Kyung, Sunggu ;
Lee, Soyoung ;
Ham, Sungwon ;
Choi, Edward ;
Hong, Gil-Sun ;
Kim, Namkug .
KOREAN JOURNAL OF RADIOLOGY, 2024, 25 (03) :224-242
[47]   Chronic Obstructive Pulmonary Disease: Lobe-based Visual Assessment of Volumetric CT by Using Standard Images-Comparison with Quantitative CT and Pulmonary Function Test in the COPDGene Study [J].
Kim, Song Soo ;
Seo, Joon Beom ;
Lee, Ho Yun ;
Nevrekar, Dipti V. ;
Forssen, Anna V. ;
Crapo, James D. ;
Schroeder, Joyce D. ;
Lynch, David A. .
RADIOLOGY, 2013, 266 (02) :626-635
[48]   Large Language Models: A Guide for Radiologists [J].
Kim, Sunkyu ;
Lee, Choong-kun ;
Kim, Seung-seob .
KOREAN JOURNAL OF RADIOLOGY, 2024, 25 (02) :126-133
[49]   Value of CT quantification in progressive fibrosing interstitial lung disease: a deep learning approach [J].
Koh, Seok Young ;
Lee, Jong Hyuk ;
Park, Hyungin ;
Goo, Jin Mo .
EUROPEAN RADIOLOGY, 2024, 34 (07) :4195-4205
[50]   Prevalence and Long-term Outcomes of CT Interstitial Lung Abnormalities in a Health Screening Cohort [J].
Lee, Jong Eun ;
Chae, Kum Ju ;
Suh, Young Ju ;
Jeong, Won Gi ;
Lee, Taebum ;
Kim, Yun-Hyeon ;
Jin, Gong Yong ;
Jeong, Yeon Joo .
RADIOLOGY, 2023, 306 (02)