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undergraduate thesis
Procjena modela za otkrivanja objekata korištenjem matrice konfuzije te srednje prosječne preciznosti (mAP)
Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2021. urn:nbn:hr:235:907886
Njirić, Ana
University of Zagreb
Faculty of Mechanical Engineering and Naval Architecture

Institutional repository: Repository of Faculty of Mechanical Engineering and Naval Architecture University of Zagreb

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Njirić, A. (2021). Procjena modela za otkrivanja objekata korištenjem matrice konfuzije te srednje prosječne preciznosti (mAP) (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture. Retrieved from https://urn.nsk.hr/urn:nbn:hr:235:907886

Njirić, Ana. "Procjena modela za otkrivanja objekata korištenjem matrice konfuzije te srednje prosječne preciznosti (mAP)." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2021. https://urn.nsk.hr/urn:nbn:hr:235:907886

Njirić, Ana. "Procjena modela za otkrivanja objekata korištenjem matrice konfuzije te srednje prosječne preciznosti (mAP)." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2021. https://urn.nsk.hr/urn:nbn:hr:235:907886

Njirić, A. (2021). 'Procjena modela za otkrivanja objekata korištenjem matrice konfuzije te srednje prosječne preciznosti (mAP)', Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, accessed 18 December 2024, https://urn.nsk.hr/urn:nbn:hr:235:907886

Njirić A. Procjena modela za otkrivanja objekata korištenjem matrice konfuzije te srednje prosječne preciznosti (mAP) [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture; 2021 [cited 2024 December 18] Available at: https://urn.nsk.hr/urn:nbn:hr:235:907886

A. Njirić, "Procjena modela za otkrivanja objekata korištenjem matrice konfuzije te srednje prosječne preciznosti (mAP)", Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:235:907886

Metadata
TitleProcjena modela za otkrivanja objekata korištenjem matrice konfuzije te srednje prosječne preciznosti (mAP)
Title (english)Evaluating object detection models using confusion matrix and mean average precision (mAP)
AuthorAna Njirić
MentorTomislav Stipančić (mentor)
GranterUniversity of Zagreb
Faculty of Mechanical Engineering and Naval Architecture
Zagreb
Defense date and country2021-09-29, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Mechanical Engineering
Abstract
Tema ovog rada je evaluacija modela konvolucijske neuronske mreže (CNN) na CIFAR-100 bazi slika. Model mreže je izrađen u Python programskom jeziku koristeći biblioteku TensorFlow uz razne dodatne biblioteke. Procjena modela je odrađena korištenjem matrice konfuzija te srednje prosječne preciznosti (mAP). U prvom dijelu teorijski će te biti upoznati s konvolucijski neuronskim mrežama i alatima za evaluaciju rada tih modela. Nakon toga slijedi dio u kojem će biti prikazano i objašnjeno kodiranje evaluacije u programu Python. Na kraju se prikazuju i analiziraju rezultati te navode moguća poboljšanja rada mreže.
Abstract (english)
The topic of this paper is the evaluation of the convolutional neural network model (CNN) on a CIFAR-100 image base. The network model is developed in Python programming language using TensorFlow library with various additional libraries. Model evaluation was done using confusion matrix and mean average precision (mAP). In the first part you will theoretically be informed about convolutional neural networks and tools for evaluating the operation of these models. This is followed by the part presenting and explaining the coding of the evaluation in Python program. Finally, the results are presented and analysed and possible improvements in network operation are indicated.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:235:907886
Study programmeTitle: Mechanical Engineering
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka strojarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka strojarstva)
Type of resourceText
File originBorn digital
Access conditionsOpen access
Terms of useLicence Attribution 4.0 International (CC BY 4.0) icon
Created on2021-09-22 14:21:23