32nd International Congress and Exhibition on Computer Assisted Radiology

Chair: Ulrich Bick, MD (D)

Thursday, June 21, 2018, 10:30, Room Madrid II

Imaging Informatics – Segmentation 1

Session Chairs: Miguel Ángel González Ballester, PhD (E), Gabriele von Voigt, PhD (D)

10:30 Automatic Cardiac MRI Segmentation via Context-aware Recurrent Generative Adversarial Neural Network
M. Rezaei, H. Yang, C. Meinel, Hasso Plattner Inst. (D) [18-00063]

10:45 Breast tissue segmentation and density quantification from MRI using convolutional neural networks
M. I. García Ocaña, K. López-Linares Román, G. Maclair, M. Azpíroz Puente, J. A. Romero Martin, V. Belloch Ugarte, J. M. Santabárbara, M.A. González Ballester, I. Macía, Vicomtech, San Sebastián, Universitat Pompeu Fabra, Barcelona, ERESA Grupo Médico, Valencia (E) [146]

11:00 FCNN-based axon segmentation for convection-enhanced delivery optimization
S. Moccia, M. Gazzara, M. Vidotto, L. S. Mattos, G. Ferrigno, E. De Momi, Politecnico di Milano, Istituto Italiano di Tecnologia (I) [18-00052]

11:15 Surgical tools segmentation in laparoscopic images using convolutional neural networks with uncertainty estimation and semi-supervised learning
Y. Hiasa, Y. Otake, S. Nakatani, H. Harada, S. Kanaji, Y. Kakeji, Y. Sato, Nara Inst. of Science and Technology, Ikoma, Kobe University (J) [73]

11:30 Unsupervised 3D micro-CT image segmentation based on a hybrid of VAE and GAN
T. Moriya, H. Roth, S. Nakamura, H. Oda, K. Nagara, M. Oda, K. Mori, Nagoya University, Aichi (J) [75]

11:45 LSTM Fully Convolutional Neural Networks for Umbilical Cord Segmentation in TTTS foetal surgery planning
J. Torrents-Barrena, G. Piella, N. Masoller, E. Gratacós, E. Eixarch, M. Ceresa, M. A. Gonzalez Ballester, Universitat Pompeu Fabra, Fetal i+D Fetal Medicine Research Center, Barcelona (E) [217]

12:00 Auto-context 3D fully convolutional networks for multi-scale semantic segmentation of abdominal CT volumes
K. Mori, H. Roth, C. Shen, H. Oda, T. Sugino, M. Oda, Y. Hayashi, K. Misawa, Nagoya University, Aichi Cancer Center, Nagoya (J) [134]

12:15 Deep Dense Multipath Neural Network For Prostate Segmentation In Magnetic Resonance Imaging
J. T. Kwak, M. Nguyen Nhat To, D. Quoc Vu, B. Turkbey, P. L. Choyke, Sejong University, Seoul (ROK), National Cancer Inst., Bethesda, MD (USA) [18-00068]

12:30 Efficient Multi-Organ Segmentation of the Head and Neck area using Hierarchical Neural Networks
E. Tappeiner, S. Pröll, M. Hönig, P. F. Raudaschl, P. Zaffino, M. F. Spadea, G. C. Sharp, R. Schubert, K. Fritscher, UMIT – Private University for Health Sciences (AT), Magna Graecia Univ. of Catanzaro (I), Massachusetts General Hospital, Boston, MA (USA) [259]

12:45 Break

Imaging Informatics – Segmentation 2

Session Chairs: Kensaku Mori, PhD (J), Cristian A. Linte, PhD (USA)

14:00 A Dataset of Laryngeal Endoscopic Images with Comparative Study on Convolution Neural Network Based Semantic Segmentation
M.-H. Laves, J. Bicker, L. A. Kahrs, T. Ortmaier, Leibniz University Hannover (D) [18-00055]

14:15 Abdominal artery segmentation from CT volumes using fully convolutional network for small artery segmentation
M. Oda, T. Kitasaka, K. Misawa, M. Fujiwara, K. Mori, Nagoya University, Aichi Inst. of Technology, Toyota, Aichi Cancer Center, Nagoya (J) [189]

14:30 Evaluation of 3D fully convolutional networks for multi-class organ segmentation in contrast-enhanced CT
C. Shen, H. R. Roth, H. Oda, M. Oda, Y. Hayashi, K. Misawa, T. Miyamoto, K. Mori, Nagoya University, Aichi Cancer Center, Nagoya, Chiba Kensei Hospital (J) [253]

14:45 Fully Automatic Segmentation of Paraspinal Muscles from 3D Torso CT Images via Multi-scale Iterative Random Forest Classifications
G. Zheng, N. Kamiya, J. Li, M. Kume, H. Fujita, D. Shen, Univ. of Bern (CH), Gifu University, Aichi Prefectural University (J), The Univ. of North Carolina at Chapel Hill, NC (USA) [18-00047]

15:00 Constrained convexity shape prior segmentation of retinal cross-related structures
D. Puig, J. Escorcia-Gutierrez, J. Torrents-Barrena, P. Romero-Aroca, A. Valls, Universitat Rovira i Virgili, Tarragona, University Hospital Sant Joan de Reus (E) [95]

15:15 Magic Wand: A 3D-Based Interactive Algorithm to Accelerate CBCT Segmentation
J. Xia, P. Yuan, F. Afonso, H. Deng, J. Li, C. F. Yao, J. Vu, W. Xi, M. Huang, F. Elias, D. Alfi, J. Gateno, Houston Methodist Hospital, Houston Methodist Research Inst., Houston, TX (USA), School of Dentistry of the Univ. of Sao Paulo (BR) [50]

15:30 Designing Ensembles for Uncertainty-aware Vessel Segmentations from MRI Data
M. Jawad, G. Ristovski, H. K. Hahn, L. Linsen, Jacobs University, Fraunhofer MEVIS, Bremen (D) [18-00022]

15:45 Parotid salivary gland segmentation in Sialo-CBCT scans: method and preliminary results
O. Shauly, L. Joskowicz, E. Istoyler, C. Nadler, The Hebrew Univ. of Jerusalem (IL) [29]

16:00 Semi-supervised spherical K-means for segmenting idiopathic interstitial pneumonia from chest CT images
M. Oda, C. Wang, T. Moriya, Y. Hayashi, , H. Ohkubo, K. Mori, Nagoya University, Nagoya City University (J) [251]

16:15 Break