prikaz prve stranice dokumenta Duboki konvolucijski modeli za automatizirano praćenje i nadzor životinja
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master's thesis
Duboki konvolucijski modeli za automatizirano praćenje i nadzor životinja
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. urn:nbn:hr:168:365084
Podrebarac, David
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Podrebarac, D. (2019). Duboki konvolucijski modeli za automatizirano praćenje i nadzor životinja (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:365084

Podrebarac, David. "Duboki konvolucijski modeli za automatizirano praćenje i nadzor životinja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:365084

Podrebarac, David. "Duboki konvolucijski modeli za automatizirano praćenje i nadzor životinja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:365084

Podrebarac, D. (2019). 'Duboki konvolucijski modeli za automatizirano praćenje i nadzor životinja', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 02 July 2024, https://urn.nsk.hr/urn:nbn:hr:168:365084

Podrebarac D. Duboki konvolucijski modeli za automatizirano praćenje i nadzor životinja [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2019 [cited 2024 July 02] Available at: https://urn.nsk.hr/urn:nbn:hr:168:365084

D. Podrebarac, "Duboki konvolucijski modeli za automatizirano praćenje i nadzor životinja", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2019. Available at: https://urn.nsk.hr/urn:nbn:hr:168:365084

Metadata
TitleDuboki konvolucijski modeli za automatizirano praćenje i nadzor životinja
Title (english)Tracking Animal Behavior Using Deep Convolutional Neural Networks
AuthorDavid Podrebarac
MentorVladimir Čeperić (mentor)
Committee memberVladimir Čeperić (predsjednik povjerenstva)
Committee memberSlobodan Ribarić (član povjerenstva)
Committee memberGoran Delač (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2019-07-19, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U okviru ovog rada proučene su duboke neuronske mreže za automatizirano praćenje životinja, točnije praćenje peradi na farmi. Testirana su dva modela kamere za dohvaćanje slika, od kojih se jedan temelji na točkastom modelu a drugi na modelu širokokutne kamere. Model Mask R-CNN korišten je za segmentaciju instanci objekata. Optimizirani su hiperparametri modela, testirani različiti izlučivači značajki i konačno dana srednja preciznost kao mjera evaluacije modela.
Abstract (english)
Within this paper, deep neural networks have been studied for automated animal tracking, namely the monitoring of poultry on the farm. Two camera image retrieval models have been tested, one of which is based on a pinhole model and the other on a fisheye camera model. Model Mask R-CNN was used for segmentation of animal instances. Hyperparameters of model were optimized, different backbone architectures were tested, and finally, average precision was given as a measure of model evaluation.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:365084
Study programmeTitle: Computing
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2020-01-07 21:26:28