Teaching

2018-2025 - Pattern Recognition and Machine Learning (RPZ): all materials at courseware

Research interests

PhD thesis

[thesis] [defense presentation] [defense videos]

Papers

J. Šerých, M. Neoral, and J. Matas. MFTIQ: Multi-Flow Tracker with Independent Matching Quality Estimation WACV 2025. [web] [pdf] [bib] 
@inproceedings{serych2025mftiq,
  title={Mftiq: Multi-flow tracker with independent matching quality estimation},
  author={Serych, Jonas and Neoral, Michal and Matas, Jiri},
  booktitle={2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
  pages={8079--8089},
  year={2025},
  organization={IEEE}
}
M. Neoral, J. Šerých, and J. Matas. MFT: Long-Term Tracking of Every Pixel WACV 2024. [web] [pdf] [bib] 
@inproceedings{neoral2024mft,
  title={{MFT}: Long-term tracking of every pixel},
  author={Neoral, Michal and {\v{S}}er{\'y}ch, Jon{\'{a}}{\v{s}} and Matas, Ji{\v{r}}{\'{i}}},
  booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
  pages={6837--6847},
  year={2024},
}
J. Šerých and J. Matas. Planar Object Tracking via Weighted Optical Flow WACV 2023. [web] [pdf] [bib] 
@inproceedings{serych2023planar,
  title={Planar Object Tracking via Weighted Optical Flow},
  author={{\v{S}}er{\'y}ch, Jon{\'{a}}{\v{s}} and Matas, Ji{\v{r}}{\'{i}}},
  booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
  pages={1593--1602},
  year={2023}
}
J. Šerých and J. Matas. Visual Coin-Tracking: Tracking of Planar Double-Sided Objects. GCPR 2019. [web] [pdf] [bib] 
@inproceedings{serych2019cointracking,
  title = {Visual Coin-Tracking: Tracking of Planar Double-Sided Objects},
  author = {{\v{S}}er{\'y}ch, Jon{\'{a}}{\v{s}} and Matas, Ji{\v{r}}{\'{i}}},
  booktitle={German Conference on Pattern Recognition},
  pages={317--330},
  year={2019},
  organization={Springer}
}
J. Šerých, J. Matas and O. Drbohlav. Fast L1-based RANSAC for homography estimation. Proceedings of the 21st Computer Vision Winter Workshop, 2016. [pdf] [bib] 
@inproceedings{serych2016ransac,
  title = {Fast L1-based RANSAC for homography estimation},
  author = {\v{S}er\'ych, Jon\'a\v{s} and Matas, Ji\v{r}\'i and Drbohlav, Ond\v{r}ej},
  booktitle = {Proceedings of the 21st Computer Vision Winter Workshop},
  year = {2016},
}

Education

2018-2024, PhD - Artificial Intelligence and Biocybernetics, supervisor: prof. Ing. Jiří Matas, Ph.D, CTU in Prague - FEE.
2015-2018, Master Degree (with honours) - Computer Vision and Image Processing, CTU in Prague - FEE. master thesis [pdf] [bib] 
@mastersthesis{serych2018thesis,
	author = {\v{S}er\'ych, Jon\'a\v{s} and Matas, Ji\v{r}\'i},
	title = {Coin-Tracking -- Double-Sided Tracking of Flat Objects},
	school = {Czech Technical University in Prague},
	year = {2018},
	month = {Jan}
}
2012-2015, Bachelor Degree (with honours) - Computer and Informatics Science, CTU in Prague - FEE. bachelor thesis [pdf] [bib] 
@bachelorsthesis{serych2015thesis,
	author = {\v{S}er\'ych, Jon\'a\v{s} and Chum, Ond\v{r}ej},
	title = {Efficient Many-to-Many RANSAC},
	school = {Czech Technical University in Prague},
	year = {2015},
	month = {May}
}