ArticleRadiology. Artificial intelligence2024
Deep Learning-based Unsupervised Domain Adaptation via a Unified Model for Prostate Lesion Detection Using Multisite Biparametric MRI Datasets.
Abstract readMulticenter Study
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Article in Radiology. Artificial intelligence, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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6citing papers in PubMed
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Who cites it
6 citing papers in PubMed.
- Perseus: perception with semantic endoscopic understanding and SLAM.International journal of computer assisted radiology and surgery · 2026Article
- Current Applications and Future Directions of Artificial Intelligence in Prostate Cancer Diagnosis: A Narrative Review.Current oncology (Toronto, Ont.) · 2026Review
- AI-driven precision diagnosis and treatment of prostate cancer: a narrative review.Frontiers in oncology · 2026Review
- Development and verification of a convolutional neural network-based model for automatic mandibular canal localization on multicenter CBCT images.BMC oral health · 2025Article
- Deep adaptive learning predicts and diagnoses CSVD-related cognitive decline using radiomics from TNPJ digital medicine · 2025Article
- A Narrative Review of Artificial Intelligence in MRI-Guided Prostate Cancer Diagnosis: Addressing Key Challenges.Diagnostics (Basel, Switzerland) · 2025Review
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Authors and funding
19 authors.
Hao LiFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0009-0002-5307-0064
Han LiuFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0002-4756-7149
Heinrich von BuschFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0003-0469-1622
Robert GrimmFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0002-1233-8215
Henkjan HuismanFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0001-6753-3221
Angela TongFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0002-4733-3414
David WinkelFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0001-7051-8022
Tobias PenzkoferFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0001-9591-8575
Ivan ShabuninFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).
Moon Hyung ChoiFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0001-5962-4772
Qingsong YangFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).
Dieter SzolarFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).
Steven SheaFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0002-0360-4884
Fergus CoakleyFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0001-7455-8427
Mukesh HarisinghaniFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0003-0993-1947
Ipek OguzFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0002-1403-2420
Dorin ComaniciuFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0002-5238-8647
Ali KamenFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0002-1928-2410
Bin LouFrom Digital Technology and Innovation, Siemens Healthineers, 755 College Rd E, Princeton, NJ 08540 (H. Li, H. Liu, D.C., A.K., B.L.); Diagnostic Imaging, Siemens Healthineers, Erlangen, Bavaria, Germany (H.v.B., R.G.); Vanderbilt University, Nashville, Tenn (H. Li, H. Liu, I.O.); Radboud University Medical Center, Nijmegen, the Netherlands (H.H.); New York University, New York, NY (A.T.); Universitätsspital Basel, Basel, Switzerland (D.W.); Charité, Universitätsmedizin Berlin, Berlin, Germany (T.P.); Patero Clinic, Moscow, Russia (I.S.); Eunpyeong St. Mary's Hospital, Catholic University of Korea, Seoul, Republic of Korea (M.H.C.); Department of Radiology, Changhai Hospital of Shanghai, Shanghai, China (Q.Y.); Diagnostikum Graz Süd-West, Graz, Austria (D.S.); Department of Radiology, Loyola University Medical Center, Maywood, Ill (S.S.); Department of Diagnostic Radiology, Oregon Health and Science University School of Medicine, Portland, Ore (F.C.); and Massachusetts General Hospital, Boston, Mass (M.H.).ORCID 0000-0002-4687-8519
Funding
No grant is acknowledged in the PubMed record.
Abstract
Purpose To determine whether the unsupervised domain adaptation (UDA) method with generated images improves the performance of a supervised learning (SL) model for prostate cancer (PCa) detection using multisite biparametric (bp) MRI datasets. Materials and Methods This retrospective study included data from 5150 patients (14 191 samples) collected across nine different imaging centers. A novel UDA method using a unified generative model was developed for PCa detection using multisite bpMRI datasets. This method translates diffusion-weighted imaging (DWI) acquisitions, including apparent diffusion coefficient (ADC) and individual diffusion-weighted (DW) images acquired using various
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Deep LearningProstatic NeoplasmsAgedDiffusion Magnetic Resonance ImagingHumansImage Interpretation, Computer-AssistedMagnetic Resonance ImagingMaleMiddle AgedMultiparametric Magnetic Resonance ImagingProstateRetrospective Studiesb ValueDiffusion-weighted ImagingMultisiteProstate Cancer DetectionUnsupervised Domain Adaptation
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