Project Details

TESCAN 3DIM - Metody hlubokého učení pro analýzu 3D dat

Project Period: 1. 1. 2020 - 30. 6. 2021

Project Type: contract

Partner: TESCAN 3DIM, s.r.o.

English title
TESCAN 3DIM - Deep learning methods for 3D data analysis
Type
contract
Keywords

Deep learning, convolutional neural networks, CNN, 3D shape analysis, image recognition

Abstract

This project aims at analysis of current trends in state-of-the-art deep learning methods for 3D image and surface data. Analysis of suitability of new approaches for the needs and tasks defined by the company, experimental implementation and verification of the promising methods, and consultations of existing solutions of the company and technical assistance in their innovation.

Team members
Sadovský Petr, Ing., Ph.D. (VCIT FIT VUT) , research leader
Kodym Oldřich, Ing., Ph.D. (UPGM FIT VUT) , team leader
Španěl Michal, Ing., Ph.D. (UPGM FIT VUT) , team leader
Publications

2023

  • LI Jianning, ELLIS G. David, KODYM Oldřich, HEROUT Adam, ŠPANĚL Michal and EGGER Jan et al. Towards clinical applicability and computational efficiency in automatic cranial implant design: An overview of the AutoImplant 2021 cranial implant design challenge. Medical Image Analysis, vol. 88, no. 102865, 2023, pp. 1-15. ISSN 1361-8423. Detail

2021

  • KODYM Oldřich, ŠPANĚL Michal and HEROUT Adam. Deep Learning for Cranioplasty in Clinical Practice: Going from Synthetic to Real Patient Data. Computers in Biology and Medicine, vol. 137, no. 104766, 2021, pp. 1-10. ISSN 0010-4825. Detail
  • KODYM Oldřich, ŠPANĚL Michal and HEROUT Adam. Segmentation of Defective Skulls from CT Data for Tissue Modelling. In: Towards the Automatization of Cranial Implant Design in Cranioplasty II. Lecture Notes in Computer Science. Strasbourg: Springer Nature Switzerland AG, 2021, pp. 19-28. ISBN 978-3-030-92652-6. ISSN 0302-9743. Detail
  • KODYM Oldřich, LI Jianning, PEPE Antonio, GSAXNER Christina, EGGER Jan and ŠPANĚL Michal. SkullBreak/SkullFix - Dataset for automatic cranial implant design and a benchmark for volumetric shape learning tasks. Data in Brief, vol. 35, no. 106902, 2021, pp. 1-7. ISSN 2352-3409. Detail

2020

  • KODYM Oldřich, ŠPANĚL Michal and HEROUT Adam. Cranial Defect Reconstruction Using Cascaded CNN with Alignment. In: Towards the Automatization of Cranial Implant Design in Cranioplasty. Lecture Notes in Computer Science. Lima: Springer Nature Switzerland AG, 2020, pp. 56-64. ISBN 978-3-030-64326-3. Detail
  • KODYM Oldřich, ŠPANĚL Michal and HEROUT Adam. Skull Shape Reconstruction Using Cascaded Convolutional Networks. Computers in Biology and Medicine, vol. 123, no. 103886, 2020, pp. 1-9. ISSN 0010-4825. Detail
  • KODYM Oldřich. Souhrnná výzkumná zpráva k projektu TESCAN 3DIM - Metody hlubokého učení pro analýzu 3D dat. Brno: TESCAN 3DIM, s.r.o., 2020. Detail
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