Detectors and descriptors of the key points based on the topological information
2015/19/D/ST6/01215
Keywords
Descriptors
- ST6_7: Sztuczna inteligencja, systemy inteligentne i wieloagentowe
- ST6_8: Grafika komputerowa, przetwarzanie obrazów, wizualizacja komputerowa, multimedia, gry komputerowe
Panel
ST6 – Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems
Host institution
Uniwersytet Jagielloński, Wydział Matematyki i Informatyki
Voivodeship: małopolskie
Principal investigator (from the host institution)
Number of co-investigators in the project: 2
Call
SONATA 10 – announced on 2015-09-15
- Amount awarded
- 197 300 PLN
- Project start date
- 2016-06-14
- Project end date
- 2020-06-13
- Project duration
- 48 months (the same as in the proposal)
- Project status
- Project settled
Project description
Download the project description in a pdf file
Note — project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.
Equipment purchased [PL]
- Matlab + Toolboxes (Parallel Computing Toolbox, Statistics and Machine Learning Toolbox, Neural Network Toolbox, Signal Processing Toolbox, Image Processing Toolbox, Computer Vision System Toolbox, Image Acquisition Toolbox, Database Toolbox). Cost: 10 500 PLN
- NVIDIA GEFORCE GTX TITAN Z 12GB. Cost: 6 000 PLN
- Wydajny obliczeniowo komputer stacjonarny. Cost: 8 000 PLN
Information in the final report
Publication in academic press/journals (6)
-
Processing of missing data by neural networks
- Authors:
- Marek Śmieja, Łukasz Struski, Jacek Tabor, Bartosz Zieliński, Przemysław Spurek
- Academic press:
- Advances in Neural Information Processing Systems (NeurIPS) (year: 2018, volume: 31, pages: 2724-2734), Publisher: Curran Associates, Inc.
- Status:
- Published
-
Persistence Bag-of-Words for Topological Data Analysis
- Authors:
- Bartosz Zieliński, Michał Lipiński, Mateusz Juda, Matthias Zeppelzauer, Paweł Dłotko
- Academic press:
- Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI) (year: 2019, volume: -, pages: 4489-4495), Publisher: International Joint Conferences on Artificial Intelligence
- Status:
- Published
- DOI:
- 10.24963/ijcai.2019/624 – link to the publication
-
A Study on Topological Descriptors for the Analysis of 3D Surface Texture
- Authors:
- Matthias Zeppelzauer, Bartosz Zieliński, Mateusz Juda, Markus Seidl
- Academic press:
- COMPUTER VISION AND IMAGE UNDERSTANDING (year: 2018, volume: 167, pages: 74-88), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.cviu.2017.10.012 – link to the publication
-
Persistence codebooks for topological data analysis
- Authors:
- Bartosz Zieliński, Michał Lipiński, Mateusz Juda, Matthias Zeppelzauer, Paweł Dłotko
- Academic press:
- Artificial Intelligence Review (year: 2021, volume: 54, pages: 1969-2009), Publisher: Springer
- Status:
- Published
- DOI:
- 10.1007/s10462-020-09897-4 – link to the publication
-
Deep learning approach to describe and classify fungi microscopic images
- Authors:
- Bartosz Zieliński, Agnieszka Sroka-Oleksiak, Dawid Rymarczyk, Adam Piekarczyk, Monika Brzychczy-Włoch
- Academic press:
- PLOS ONE (year: 2020, volume: 15 (6), pages: 46038), Publisher: PLOS
- Status:
- Published
- DOI:
- 10.1371/journal.pone.0234806 – link to the publication
-
Deep learning approach to bacterial colony classification
- Authors:
- Bartosz Zieliński, Anna Plichta, Krzysztof Misztal, Przemysław Spurek, Monika Brzychczy-Włoch, Dorota Ochońska
- Academic press:
- PLOS ONE (year: 2017, volume: 12 (9), pages: 46036), Publisher: PLOS
- Status:
- Published
- DOI:
- 10.1371/journal.pone.0184554 – link to the publication