Qualitative Evaluation of Common Quantitative Metrics for Clinical Acceptance of Automatic Segmentation: a Case Study on Heart Contouring from CT Images by Deep Learning Algorithms.

Authors: van den Oever, L. B.¹, van Veldhuizen, W. A.², Cornelissen, L. J.¹, Spoor, D. S.¹, Willems, T. P.³, Kramer, G.⁴, Stigter, T.⁴, Rook, M.⁴, Crijns, A. P. G.¹, Oudkerk, M.⁵, Veldhuis, R. N. J.⁶, de Bock, G. H.⁷, van Ooijen, P. M. A.¹, p.m.a.van.ooijen@umcg.nl

Source: Journal of Digital Imaging; Apr2022, Vol. 35 Issue 2, p240-247, 8p, 1 Color Photograph, 1 Black and White Photograph, 3 Charts, 5 Graphs

Automatic Cardiac Structure Contouring for Small Datasets with Cascaded Deep Learning Models.

Authors: van den Oever, L. B.^1,2 l.b.van.den.oever@umcg.nl, Spoor, D. S.¹, Crijns, A. P. G.¹, Vliegenthart, R.³, Oudkerk, M.⁴, Veldhuis, R. N. J.⁵, de Bock, G. H.⁶, van Ooijen, P. M. A.¹

Source: Journal of Medical Systems. May2022, Vol. 46 Issue 5, p1-7. 7p. 3 Color Photographs, 3 Charts, 1 Graph.

Subject Terms: *COMPUTERS in medicine, *DEEP learning, *CRONBACH'S alpha, *RADIATION doses, *RADIOTHERAPY, *COMPUTED tomography, *ARTIFICIAL neural networks, *ALGORITHMS