A fully automatic deep learning algorithm to segment rectal Cancer on MR images: a multi-center study

Author:

Panic Jovana1,Defeudis Arianna2,Mazzetti Simone2,Rosati Samanta1,Giannetto Giuliana3,Micilotta Monica4,Vassallo Lorenzo5,Gatti Marco6,Regge Daniele2,Balestra Gabriella1,Giannini Valentina2

Affiliation:

1. Polytechnic of Turin,Department of Electronics and Telecommunications,Turin,Italy

2. University of Turin,Department of Surgical Science,Turin,Italy

3. University of Turin,Department of Surgical Sciences - Radiology Unit,Turin,Italy

4. Candiolo Cancer Institute FPO- IRCCS,Italy

5. A. O. Ordine Mauriziano,Turin,Italy

6. Radiology Unit, SS Annunziata Savigliano Hospital,Cuneo,Italy

Publisher

IEEE

Reference19 articles.

1. U-net: Convolutional networks for biomedical image segmentation;ronneberger;Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics),2015

2. Automated Segmentation of Colorectal Tumor in 3D MRI Using 3D Multiscale Densely Connected Convolutional Neural Network

3. Improved U-Net based on contour prediction for efficient segmentation of rectal cancer

4. MRI-based automatic segmentation of rectal cancer using 2D U-Net on two independent cohorts;knuth;Acta Oncol (Madr),2021

5. Structured Reporting of Lung Cancer Staging: A Consensus Proposal

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