Comparison of two fixation methods in automated pollen classification on whole slide images

Blaž Cugmas; Eva Štruc; Mindaugas Tamosiunas; Laura Goldberga; Inese Bērziņa; Roberts Kadiķis; Maksims Ivanovs; Swarn Singh Warshaneyan; Peter Naglič

Comparison of two fixation methods in automated pollen classification on whole slide images

Blaž Cugmas
, Eva Štruc
, Mindaugas Tamosiunas
, Laura Goldberga
, Inese Bērziņa
, Roberts Kadiķis
, Maksims Ivanovs
, Swarn Singh Warshaneyan
, Peter Naglič

Vetamplify SIA
University of Latvia
Institute of Electronics and Computer Science
University of Ljubljana

Research output: Contribution to conference › Paper › peer-review

1 Citation (Scopus)

Abstract

We compared automated MobileNet V3 Large-based pollen classification accuracy on whole slide images. Pollen fixation to microscope slides with silicone achieved higher median accuracy (78.7%) than the standard adhesive tape-based fixation (68.9%).

Original language	English
Publication status	Published - 2024
Event	2024 Latin America Optics and Photonics Conference, LAOP 2024 - Puerto Vallarta, Mexico Duration: 10 Nov 2024 → 14 Nov 2024

Conference

Conference	2024 Latin America Optics and Photonics Conference, LAOP 2024
Country/Territory	Mexico
City	Puerto Vallarta
Period	10/11/24 → 14/11/24

Cite this

@conference{83e942117a5e451d972a7107603ed831,

title = "Comparison of two fixation methods in automated pollen classification on whole slide images",

abstract = "We compared automated MobileNet V3 Large-based pollen classification accuracy on whole slide images. Pollen fixation to microscope slides with silicone achieved higher median accuracy (78.7\%) than the standard adhesive tape-based fixation (68.9\%).",

author = "Bla{\v z} Cugmas and Eva {\v S}truc and Mindaugas Tamosiunas and Laura Goldberga and Inese Bērziņa and Roberts Kadiķis and Maksims Ivanovs and Warshaneyan, \{Swarn Singh\} and Peter Nagli{\v c}",

note = "Publisher Copyright: {\textcopyright} Optica 2024, {\textcopyright} 2024 The Author(s); 2024 Latin America Optics and Photonics Conference, LAOP 2024 ; Conference date: 10-11-2024 Through 14-11-2024",

year = "2024",

language = "English",

}

TY - CONF

T1 - Comparison of two fixation methods in automated pollen classification on whole slide images

AU - Cugmas, Blaž

AU - Štruc, Eva

AU - Tamosiunas, Mindaugas

AU - Goldberga, Laura

AU - Bērziņa, Inese

AU - Kadiķis, Roberts

AU - Ivanovs, Maksims

AU - Warshaneyan, Swarn Singh

AU - Naglič, Peter

PY - 2024

Y1 - 2024

N2 - We compared automated MobileNet V3 Large-based pollen classification accuracy on whole slide images. Pollen fixation to microscope slides with silicone achieved higher median accuracy (78.7%) than the standard adhesive tape-based fixation (68.9%).

AB - We compared automated MobileNet V3 Large-based pollen classification accuracy on whole slide images. Pollen fixation to microscope slides with silicone achieved higher median accuracy (78.7%) than the standard adhesive tape-based fixation (68.9%).

UR - https://www.scopus.com/pages/publications/85216571362

M3 - Paper

AN - SCOPUS:85216571362

T2 - 2024 Latin America Optics and Photonics Conference, LAOP 2024

Y2 - 10 November 2024 through 14 November 2024

ER -

Comparison of two fixation methods in automated pollen classification on whole slide images

Abstract

Conference

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