prikaz prve stranice dokumenta Vizualizacija i interpretacija konvolucijskih modela
No public access
undergraduate thesis
Vizualizacija i interpretacija konvolucijskih modela
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. urn:nbn:hr:168:698247
Sršen, Martin
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Sršen, M. (2019). Vizualizacija i interpretacija konvolucijskih modela (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:698247

Sršen, Martin. "Vizualizacija i interpretacija konvolucijskih modela." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:698247

Sršen, Martin. "Vizualizacija i interpretacija konvolucijskih modela." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:698247

Sršen, M. (2019). 'Vizualizacija i interpretacija konvolucijskih modela', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 26 December 2024, https://urn.nsk.hr/urn:nbn:hr:168:698247

Sršen M. Vizualizacija i interpretacija konvolucijskih modela [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2019 [cited 2024 December 26] Available at: https://urn.nsk.hr/urn:nbn:hr:168:698247

M. Sršen, "Vizualizacija i interpretacija konvolucijskih modela", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2019. Available at: https://urn.nsk.hr/urn:nbn:hr:168:698247

Metadata
TitleVizualizacija i interpretacija konvolucijskih modela
Title (english)Visualization and Interpretation of Convolutional Models
AuthorMartin Sršen
MentorSiniša Šegvić (mentor)
Committee memberSiniša Šegvić (predsjednik povjerenstva)
Committee memberMarin Oršić (član povjerenstva)
Committee memberJosip Šarić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2019-07-12, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Duboki konvolucijski modeli su glavni sastojak mnogih praktičnih primjera računalnog vida. Međutim, često se javlja kritika da takvi modeli nisu spremni za industrijsku upotrebu zbog loše interpretabilnosti, odnosno, nemogućnost modela da svoju odluku obrazloži ljudima. Zbog toga postupci za interpretiranje odluka i vizualiziranje naučenih parametara konvolucijskih modela predstavljaju zanimljivo područje istraživanja.U okviru rada, odabran je okvir za automatsku diferencijaciju te upoznate bibilioteke za rukovanje matricama i slikama. Ukratko su opisani postojeći postupci za interpretiranje i vizualiziranje konvolucijskih modela, njihovih naučenih filtera te načina na koji vide ulazne slike.
Abstract (english)
Deep convolution models are the main ingredient of many practical examples of computer vision. However, there is often criticism that such models are not ready for industrial use due to poor interpretability, that is, the inability of the model to explain its decision to people. Therefore, the procedures for interpretation of decisions and the visualization of the learned parameters of convection models represent an interesting field of research. Within this work, the framework for automatic differentiation and the familiar library for handling matrices and images were selected. The existing procedures for interpreting and visualizing convolutional models, their learned filters, and the way in which they see input images are described briefly.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:698247
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
Access conditionsClosed access
Terms of useLicence In copyright icon
Public note
Created on2020-01-07 22:05:50