Cell Tracking based on Integer Linear Programming and Probability Scores
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14330%2F24%3A00135682" target="_blank" >RIV/00216224:14330/24:00135682 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/ISBI56570.2024.10635857" target="_blank" >http://dx.doi.org/10.1109/ISBI56570.2024.10635857</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ISBI56570.2024.10635857" target="_blank" >10.1109/ISBI56570.2024.10635857</a>
Alternative languages
Result language
angličtina
Original language name
Cell Tracking based on Integer Linear Programming and Probability Scores
Original language description
The cell tracking problem can be formulated as a global optimization problem based on integer linear (IL) programming. The obtained solution depends on the definition of the IL program and the chosen costs of the events considered in the problem formulation. In general, balancing meaningful costs across different events is difficult. To simplify this problem, we propose a cost assignment approach based on probability scores, allowing us to easily interpret the free parameters. The idea is presented based on the BF-C2DL-HSC dataset from the Cell Tracking Challenge. We show our method reaches state-of-the-art performance when evaluating both technical and biological tracking measures.
Czech name
—
Czech description
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Classification
Type
D - Article in proceedings
CEP classification
—
OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
<a href="/en/project/GA21-20374S" target="_blank" >GA21-20374S: Segmentation and tracking of cells with complex shapes</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2024
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Athens, Greece, IEEE 21th International Symposium on Biomedical Imaging
ISBN
9798350313345
ISSN
1945-7928
e-ISSN
1945-8452
Number of pages
5
Pages from-to
1-5
Publisher name
IEEE 21th International Symposium on Biomedical Imaging
Place of publication
Athens
Event location
Athens
Event date
Jan 1, 2024
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
001305705103157