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Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs
Gulshan, Varun, Peng, Lily, Coram, Marc, Stumpe, Martin C, Wu, Derek, Narayanaswamy, Arunachalam, Venugopalan, Subhashini, Widner, Kasumi, Madams, Tom, Cuadros, Jorge, Kim, Ramasamy, Raman, Rajiv, Nelson, Philip C, Mega, Jessica L, Webster, Dale R
Published in JAMA : the journal of the American Medical Association (13.12.2016)
Published in JAMA : the journal of the American Medical Association (13.12.2016)
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Journal Article
An Efficient Dictionary Learning Algorithm and Its Application to 3-D Medical Image Denoising
Li, Shutao, Fang, Leyuan, Yin, Haitao
Published in IEEE transactions on biomedical engineering (01.02.2012)
Published in IEEE transactions on biomedical engineering (01.02.2012)
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Journal Article
A machine learning algorithm supports ultrasound-naïve novices in the acquisition of diagnostic echocardiography loops and provides accurate estimation of LVEF
Schneider, Matthias, Bartko, Philipp, Geller, Welf, Dannenberg, Varius, König, Andreas, Binder, Christina, Goliasch, Georg, Hengstenberg, Christian, Binder, Thomas
Published in International journal of cardiac imaging (01.02.2021)
Published in International journal of cardiac imaging (01.02.2021)
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Journal Article
Machine learning algorithm validation with a limited sample size
Vabalas, Andrius, Gowen, Emma, Poliakoff, Ellen, Casson, Alexander J.
Published in PloS one (07.11.2019)
Published in PloS one (07.11.2019)
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Journal Article
A machine learning algorithm to increase COVID-19 inpatient diagnostic capacity
Goodman-Meza, David, Rudas, Akos, Chiang, Jeffrey N., Adamson, Paul C., Ebinger, Joseph, Sun, Nancy, Botting, Patrick, Fulcher, Jennifer A., Saab, Faysal G., Brook, Rachel, Eskin, Eleazar, An, Ulzee, Kordi, Misagh, Jew, Brandon, Balliu, Brunilda, Chen, Zeyuan, Hill, Brian L., Rahmani, Elior, Halperin, Eran, Manuel, Vladimir
Published in PloS one (22.09.2020)
Published in PloS one (22.09.2020)
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Journal Article
Machine-learning-based diagnostics of EEG pathology
Gemein, Lukas A.W., Schirrmeister, Robin T., Chrabąszcz, Patryk, Wilson, Daniel, Boedecker, Joschka, Schulze-Bonhage, Andreas, Hutter, Frank, Ball, Tonio
Published in NeuroImage (Orlando, Fla.) (15.10.2020)
Published in NeuroImage (Orlando, Fla.) (15.10.2020)
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Journal Article
Comparison of the accuracy of human readers versus machine-learning algorithms for pigmented skin lesion classification: an open, web-based, international, diagnostic study
Tschandl, Philipp, Codella, Noel, Akay, Bengü Nisa, Argenziano, Giuseppe, Braun, Ralph P, Cabo, Horacio, Gutman, David, Halpern, Allan, Helba, Brian, Hofmann-Wellenhof, Rainer, Lallas, Aimilios, Lapins, Jan, Longo, Caterina, Malvehy, Josep, Marchetti, Michael A, Marghoob, Ashfaq, Menzies, Scott, Oakley, Amanda, Paoli, John, Puig, Susana, Rinner, Christoph, Rosendahl, Cliff, Scope, Alon, Sinz, Christoph, Soyer, H Peter, Thomas, Luc, Zalaudek, Iris, Kittler, Harald
Published in The lancet oncology (01.07.2019)
Published in The lancet oncology (01.07.2019)
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Journal Article
Artificial intelligence versus clinicians: systematic review of design, reporting standards, and claims of deep learning studies
Nagendran, Myura, Chen, Yang, Lovejoy, Christopher A, Gordon, Anthony C, Komorowski, Matthieu, Harvey, Hugh, Topol, Eric J, Ioannidis, John P A, Collins, Gary S, Maruthappu, Mahiben
Published in BMJ (Online) (25.03.2020)
Published in BMJ (Online) (25.03.2020)
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Journal Article
Pathology Image Analysis Using Segmentation Deep Learning Algorithms
Wang, Shidan, Yang, Donghan M., Rong, Ruichen, Zhan, Xiaowei, Xiao, Guanghua
Published in The American journal of pathology (01.09.2019)
Published in The American journal of pathology (01.09.2019)
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Journal Article
Development and Validation of a Deep Learning–Based Automated Detection Algorithm for Major Thoracic Diseases on Chest Radiographs
Hwang, Eui Jin, Park, Sunggyun, Jin, Kwang-Nam, Kim, Jung Im, Choi, So Young, Lee, Jong Hyuk, Goo, Jin Mo, Aum, Jaehong, Yim, Jae-Joon, Cohen, Julien G., Ferretti, Gilbert R., Park, Chang Min
Published in JAMA network open (01.03.2019)
Published in JAMA network open (01.03.2019)
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Journal Article
Design Characteristics of Studies Reporting the Performance of Artificial Intelligence Algorithms for Diagnostic Analysis of Medical Images: Results from Recently Published Papers
Kim, Dong Wook, Jang, Hye Young, Kim, Kyung Won, Shin, Youngbin, Park, Seong Ho
Published in Korean journal of radiology (01.03.2019)
Published in Korean journal of radiology (01.03.2019)
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Journal Article
Evaluation of machine learning algorithms and structural features for optimal MRI-based diagnostic prediction in psychosis
Salvador, Raymond, Radua, Joaquim, Canales-Rodríguez, Erick J., Solanes, Aleix, Sarró, Salvador, Goikolea, José M., Valiente, Alicia, Monté, Gemma C., Natividad, María del Carmen, Guerrero-Pedraza, Amalia, Moro, Noemí, Fernández-Corcuera, Paloma, Amann, Benedikt L., Maristany, Teresa, Vieta, Eduard, McKenna, Peter J., Pomarol-Clotet, Edith
Published in PloS one (20.04.2017)
Published in PloS one (20.04.2017)
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Journal Article
Results of the 2016 International Skin Imaging Collaboration International Symposium on Biomedical Imaging challenge: Comparison of the accuracy of computer algorithms to dermatologists for the diagnosis of melanoma from dermoscopic images
Marchetti, Michael A., Codella, Noel C.F., Dusza, Stephen W., Gutman, David A., Helba, Brian, Kalloo, Aadi, Mishra, Nabin, Carrera, Cristina, Celebi, M. Emre, DeFazio, Jennifer L., Jaimes, Natalia, Marghoob, Ashfaq A., Quigley, Elizabeth, Scope, Alon, Yélamos, Oriol, Halpern, Allan C.
Published in Journal of the American Academy of Dermatology (01.02.2018)
Published in Journal of the American Academy of Dermatology (01.02.2018)
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Journal Article
Objective Assessment of Beat Quality in Transcranial Doppler Measurement of Blood Flow Velocity in Cerebral Arteries
Jalaleddini, Kian, Wilk, Seth J., Hamilton, Robert B., Canac, Nicolas, Thorpe, Samuel G., O'Brien, Michael J., Ranjbaran, Mina, Delay, Benjamin, Dorn, Amber Y., Scalzo, Fabien, Thibeault, Corey M.
Published in IEEE transactions on biomedical engineering (01.03.2020)
Published in IEEE transactions on biomedical engineering (01.03.2020)
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Journal Article
A global benchmark of algorithms for segmenting the left atrium from late gadolinium-enhanced cardiac magnetic resonance imaging
Xiong, Zhaohan, Xia, Qing, Hu, Zhiqiang, Huang, Ning, Bian, Cheng, Zheng, Yefeng, Vesal, Sulaiman, Ravikumar, Nishant, Maier, Andreas, Yang, Xin, Heng, Pheng-Ann, Ni, Dong, Li, Caizi, Tong, Qianqian, Si, Weixin, Puybareau, Elodie, Khoudli, Younes, Géraud, Thierry, Chen, Chen, Bai, Wenjia, Rueckert, Daniel, Xu, Lingchao, Zhuang, Xiahai, Luo, Xinzhe, Jia, Shuman, Sermesant, Maxime, Liu, Yashu, Wang, Kuanquan, Borra, Davide, Masci, Alessandro, Corsi, Cristiana, de Vente, Coen, Veta, Mitko, Karim, Rashed, Preetha, Chandrakanth Jayachandran, Engelhardt, Sandy, Qiao, Menyun, Wang, Yuanyuan, Tao, Qian, Nuñez-Garcia, Marta, Camara, Oscar, Savioli, Nicolo, Lamata, Pablo, Zhao, Jichao
Published in Medical image analysis (01.01.2021)
Published in Medical image analysis (01.01.2021)
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Journal Article