The main objective of this project is to propose and develop a new, advanced, more effective, objective, and user-friendly quantitative automatic SEM image analysis method of porous structure of freeze-dried scaffolds utilizing the state-of-the-art deep learning approaches, especially the convolutional neural networks. The proposed method will eliminate the person's error rate, significantly reduce the image processing time, improve the accuracy of segmentation and provide more information about the pore distribution.

CEITEC VUT/FEKT-J-20-6146

Czech

Muchová Johana, Ing., Ph.D. - principal person responsible
Mekyska Jiří, doc. Ing., Ph.D. - fellow researcher
Mucha Ján, Ing., Ph.D. - fellow researcher
Vojtová Lucy, doc. Ing., Ph.D. - fellow researcher

Advanced Biomaterials
- responsible department (11.3.2020 - not assigned)
Department of Telecommunications
- internal (1.1.2020 - 31.12.2020)
Faculty of Electrical Engineering and Communication
- internal (1.1.2020 - 31.12.2020)
Advanced Biomaterials
- co-beneficiary (1.1.2020 - 31.12.2020)
Central European Institute of Technology BUT
- beneficiary (1.1.2020 - 31.12.2020)

MUCHOVÁ, J.; HEARNDEN, V.; PAVLIŇÁKOVÁ, V.; VIŠTEJNOVÁ, L.; ZAVAĎÁKOVÁ, A.; ŠMERKOVÁ, K.; KOČIOVÁ, S.; ADAM, V.; KOPEL, P.; MUCHA, J.; VOJTOVÁ, L. Hodnocení biokompatibility obohacených pěnových hydrogelů včetně hodnocení distribuce pórů pomocí nové metody SEMIPE. XIII. mezinárodní konference„Bioimplantologie 2022“. 1. Praha: České vysoké učení technické v Praze, 2022. s. 15-15. ISBN: 978-80-01-06983-7.
Detail

VOJTOVÁ, L.; PAVLIŇÁKOVÁ, V.; MUCHOVÁ, J.; KACVINSKÁ, K.; BRTNÍKOVÁ, J.; KNOZ, M.; LIPOVÝ, B.; FALDYNA, M.; GÖPFERT, E.; HOLOUBEK, J.; PAVLOVSKÝ, Z.; VÍCENOVÁ, M.; BLAHNOVÁ, V.; HEARNDEN, V.; FILOVA, E. Healing and Angiogenic Properties of Collagen/Chitosan Scaffolds Enriched with Hyperstable FGF2-STAB(R) Protein: In Vitro, Ex Ovo and In Vivo Comprehensive Evaluation. Biomedicines, 2021, vol. 9, no. 6, p. 1-27. ISSN: 2227-9059.
Detail

MUCHOVÁ, J.; HEARNDEN, V.; MICHLOVSKÁ, L.; VIŠTEJNOVÁ, L.; ZAVAĎÁKOVÁ, A.; ŠMERKOVÁ, K.; KOČIOVÁ, S.; ADAM, V.; KOPEL, P.; VOJTOVÁ, L. Mutual influence of selenium nanoparticles and FGF2-STAB® on biocompatible properties of collagen/chitosan 3D scaffolds: in vitro and ex ovo evaluation. Journal of Nanobiotechnology, 2021, vol. 19, no. 1, p. 1-16. ISSN: 1477-3155.
Detail

MUCHA, J.; MUCHOVÁ, J.: SEMIPE; SEMIPE. online. URL: https://github.com/BDALab/SEMIPE.git. (software)
Detail

Responsibility: Muchová Johana, Ing., Ph.D.