no code implementations • 15 Mar 2022 • Krzysztof M. Graczyk, Jaroslaw Pawlowski, Sylwia Majchrowska, Tomasz Golan
The statistical properties of the density map (DM) approach to counting microbiological objects on images are studied in detail.
1 code implementation • 6 Nov 2021 • Jarosław Pawłowski, Sylwia Majchrowska, Tomasz Golan
We introduce an effective strategy to generate an annotated synthetic dataset of microbiological images of Petri dishes that can be used to train deep learning models in a fully supervised fashion.
no code implementations • 23 Aug 2021 • Sylwia Majchrowska, Jarosław Pawłowski, Natalia Czerep, Aleksander Górecki, Jakub Kuciński, Tomasz Golan
Counting microbial colonies is a fundamental task in microbiology and has many applications in numerous industry branches.
no code implementations • 3 Aug 2021 • Sylwia Majchrowska, Jarosław Pawłowski, Grzegorz Guła, Tomasz Bonus, Agata Hanas, Adam Loch, Agnieszka Pawlak, Justyna Roszkowiak, Tomasz Golan, Zuzanna Drulis-Kawa
The Annotated Germs for Automated Recognition (AGAR) dataset is an image database of microbial colonies cultured on agar plates.