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DEVELOPMENT OF REFLECTION REMOVAL METHODS FOR AUTOMATED BACTERIAL COLONY COUNTING USING COMPUTER VISION TECHNOLOGIES

  • Artjoms Suponenkovs*
  • , Dmitrijs Bliznuks
  • , Roberts Tarvids
  • , Alexey Lihachev
  • *Šī darba korespondējošais autors
  • Riga Technical University
  • Loughborough University

Zinātniskās darbības rezultāts: Nodaļa grāmatā/enciklopēdijā/konferences krājumāKonferences zinātniskais rakstsPētniecībakoleģiāli recenzēts

Kopsavilkums

The problem of automated bacterial colony counting is a very relevant one, due to the high importance of bacteriological analysis. Moreover, this automated counting saves biologists time and improves the accuracy of their experiments. This paper has two aims: to investigate the challenges of automated bacterial colony counting, and to address the joint challenges of petri dish localization and bacterial colony reflections in such dishes. These reflections can seriously reduce the accuracy of automated bacterial colony counting. Therefore, the main aim of this paper is to show new methods for detecting and removing bacterial colony reflections in a petri dish by the use of computer vision. It also proposes new methods for petri dish localization and the digital removal of bacterial colony reflections. Additionally, these methods can be implemented on a mobile platform, such as Android and Raspberry Pi. The experimental part of the paper contains the results, and descriptions of petri dish localization, and detecting and removing bacterial colony reflections. The proposed methods and the data obtained from these experiments significantly improve the accuracy of automated bacterial colony counting.

OriģinālvalodaAngļu
Rīkotāja publikācijas nosaukumsBiomedical Spectroscopy, Microscopy, and Imaging III
RedaktoriJurgen Popp, Csilla Gergely
IzdevējsSPIE
ISBN (Elektroniski)9781510673281
DOIs
Publikācijas statussPublicēts - 2024
PasākumsBiomedical Spectroscopy, Microscopy, and Imaging III 2024 - Strasbourg, Francija
Ilgums: 8 apr. 202412 apr. 2024

Publikāciju sērijas

NosaukumsProceedings of SPIE - The International Society for Optical Engineering
Sējums13006
ISSN (Drukātā versija)0277-786X
ISSN (Elektroniskā versija)1996-756X

Konference

KonferenceBiomedical Spectroscopy, Microscopy, and Imaging III 2024
Valsts/TeritorijaFrancija
PilsētaStrasbourg
Periods8/04/2412/04/24

Nospiedums

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