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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
Comparison of machine learning algorithms to predict clinically significant prostate cancer of the peripheral zone with multiparametric MRI using clinical assessment categories and radiomic features
Bernatz, Simon, Ackermann, Jörg, Mandel, Philipp, Kaltenbach, Benjamin, Zhdanovich, Yauheniya, Harter, Patrick N., Döring, Claudia, Hammerstingl, Renate, Bodelle, Boris, Smith, Kevin, Bucher, Andreas, Albrecht, Moritz, Rosbach, Nicolas, Basten, Lajos, Yel, Ibrahim, Wenzel, Mike, Bankov, Katrin, Koch, Ina, Chun, Felix K.-H., Köllermann, Jens, Wild, Peter J., Vogl, Thomas J.
Published in European radiology (01.12.2020)
Published in European radiology (01.12.2020)
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Journal Article
Integrating machining learning and multimodal neuroimaging to detect schizophrenia at the level of the individual
Lei, Du, Pinaya, Walter H. L., Young, Jonathan, Amelsvoort, Therese, Marcelis, Machteld, Donohoe, Gary, Mothersill, David O., Corvin, Aiden, Vieira, Sandra, Huang, Xiaoqi, Lui, Su, Scarpazza, Cristina, Arango, Celso, Bullmore, Ed, Gong, Qiyong, McGuire, Philip, Mechelli, Andrea
Published in Human brain mapping (01.04.2020)
Published in Human brain mapping (01.04.2020)
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Journal Article
Development and validation of a deep learning algorithm for auto-delineation of clinical target volume and organs at risk in cervical cancer radiotherapy
Liu, Zhikai, Liu, Xia, Guan, Hui, Zhen, Hongan, Sun, Yuliang, Chen, Qi, Chen, Yu, Wang, Shaobin, Qiu, Jie
Published in Radiotherapy and oncology (01.12.2020)
Published in Radiotherapy and oncology (01.12.2020)
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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
A Hybrid Human–Machine Learning Approach for Screening Prostate Biopsies Can Improve Clinical Efficiency Without Compromising Diagnostic Accuracy
Dov, David, Assaad, Serge, Syedibrahim, Ameer, Bell, Jonathan, Huang, Jiaoti, Madden, John, Bentley, Rex, McCall, Shannon, Henao, Ricardo, Carin, Lawrence, Foo, Wen-Chi
Published in Archives of pathology & laboratory medicine (1976) (01.06.2022)
Published in Archives of pathology & laboratory medicine (1976) (01.06.2022)
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Journal Article
Assessing the Accuracy and Reproducibility of PARIETAL: A Deep Learning Brain Extraction Algorithm
Valverde, Sergi, Coll, Llucia, Valencia, Liliana, Clèrigues, Albert, Oliver, Arnau, Vilanova, Joan C., Ramió‐Torrentà, Lluís, Rovira, Àlex, Lladó, Xavier
Published in Journal of magnetic resonance imaging (01.06.2024)
Published in Journal of magnetic resonance imaging (01.06.2024)
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Journal Article
Diagnostic power of resting‐state fMRI for detection of network connectivity in Alzheimer's disease and mild cognitive impairment: A systematic review
Ibrahim, Buhari, Suppiah, Subapriya, Ibrahim, Normala, Mohamad, Mazlyfarina, Hassan, Hasyma Abu, Nasser, Nisha Syed, Saripan, M Iqbal
Published in Human brain mapping (15.06.2021)
Published in Human brain mapping (15.06.2021)
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Journal Article
A Deep-Learning Algorithm to Predict Short-Term Progression to Geographic Atrophy on Spectral-Domain Optical Coherence Tomography
Published in JAMA ophthalmology
(01.11.2023)
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Journal Article
Validation of a fully automated liver segmentation algorithm using multi-scale deep reinforcement learning and comparison versus manual segmentation
Winkel, David J., Weikert, Thomas J., Breit, Hanns-Christian, Chabin, Guillaume, Gibson, Eli, Heye, Tobias J., Comaniciu, Dorin, Boll, Daniel T.
Published in European journal of radiology (01.05.2020)
Published in European journal of radiology (01.05.2020)
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Journal Article
Automated CT segmentation for lower extremity tissues in lymphedema evaluation using deep learning
Na, Seongwon, Choi, Se Jin, Ko, Yousun, Urooj, Bushra, Huh, Jimi, Cha, Seungwoo, Jung, Chul, Cheon, Hwayeong, Jeon, Jae Yong, Kim, Kyung Won
Published in European radiology (01.11.2025)
Published in European radiology (01.11.2025)
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Journal Article
Fully Automated Segmentation Algorithm for Hematoma Volumetric Analysis in Spontaneous Intracerebral Hemorrhage
Ironside, Natasha, Chen, Ching-Jen, Mutasa, Simukayi, Sim, Justin L., Marfatia, Saurabh, Roh, David, Ding, Dale, Mayer, Stephan A., Lignelli, Angela, Connolly, Edward Sander
Published in Stroke (1970) (01.12.2019)
Published in Stroke (1970) (01.12.2019)
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Journal Article
Training recurrent neural networks robust to incomplete data: Application to Alzheimer’s disease progression modeling
Mehdipour Ghazi, Mostafa, Nielsen, Mads, Pai, Akshay, Cardoso, M. Jorge, Modat, Marc, Ourselin, Sébastien, Sørensen, Lauge
Published in Medical image analysis (01.04.2019)
Published in Medical image analysis (01.04.2019)
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Journal Article
Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker
Cole, James H., Poudel, Rudra P.K., Tsagkrasoulis, Dimosthenis, Caan, Matthan W.A., Steves, Claire, Spector, Tim D., Montana, Giovanni
Published in NeuroImage (Orlando, Fla.) (01.12.2017)
Published in NeuroImage (Orlando, Fla.) (01.12.2017)
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Journal Article
Development and routine implementation of deep learning algorithm for automatic brain metastases segmentation on MRI for RANO-BM criteria follow-up
Dessoude, Loïse, Lemaire, Raphaëlle, Andres, Romain, Leleu, Thomas, Leclercq, Alexandre G., Desmonts, Alexis, Corroller, Typhaine, Orou-Guidou, Amirath Fara, Laduree, Luca, Henaff, Loic Le, Lacroix, Joëlle, Lechervy, Alexis, Stefan, Dinu, Corroyer-Dulmont, Aurélien
Published in NeuroImage (Orlando, Fla.) (01.02.2025)
Published in NeuroImage (Orlando, Fla.) (01.02.2025)
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Journal Article
Multiclass semantic segmentation and quantification of traumatic brain injury lesions on head CT using deep learning: an algorithm development and multicentre validation study
Monteiro, Miguel, Newcombe, Virginia F J, Mathieu, Francois, Adatia, Krishma, Kamnitsas, Konstantinos, Ferrante, Enzo, Das, Tilak, Whitehouse, Daniel, Rueckert, Daniel, Menon, David K, Glocker, Ben
Published in The Lancet. Digital health (01.06.2020)
Published in The Lancet. Digital health (01.06.2020)
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Journal Article
Accurate brain age prediction with lightweight deep neural networks
Peng, Han, Gong, Weikang, Beckmann, Christian F., Vedaldi, Andrea, Smith, Stephen M.
Published in Medical image analysis (01.02.2021)
Published in Medical image analysis (01.02.2021)
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Journal Article
Automated renal segmentation in healthy and chronic kidney disease subjects using a convolutional neural network
Daniel, Alexander J., Buchanan, Charlotte E., Allcock, Thomas, Scerri, Daniel, Cox, Eleanor F., Prestwich, Benjamin L., Francis, Susan T.
Published in Magnetic resonance in medicine (01.08.2021)
Published in Magnetic resonance in medicine (01.08.2021)
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Journal Article
Deep Learning–Based Algorithm for Automatic Quantification of Nigrosome-1 and Parkinsonism Classification Using Susceptibility Map–Weighted MRI
Suh, Pae Sun, Heo, Hwan, Suh, Chong Hyun, Lee, MyeongOh, Song, Soohwa, Shin, Donghoon, Jo, Sungyang, Chung, Sun Ju, Heo, Hwon, Shim, Woo Hyun, Kim, Ho Sung, Kim, Sang Joon, Kim, Eung Yeop
Published in American journal of neuroradiology : AJNR (01.05.2025)
Published in American journal of neuroradiology : AJNR (01.05.2025)
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Journal Article