Deep learning-based algorithm for automatic quantification of nigrosome-1 and Parkinsonism classification using susceptibility map-weighted MRI

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea