Klasifikacija slika konvolucijskim neuronskim mrežama

undergraduate thesis

• Title (english): Image Classification with Deep Neural Networks
• Author: Ivana Babić
• Mentor: Siniša Šegvić (mentor)
• Committee member: Siniša Šegvić (predsjednik povjerenstva)
• Committee member: Mladen Karan (član povjerenstva)
• Committee member: Ivan Krešo (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2017-09-07, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Tema završnog rada jest klasifikacija slika konvolucijskim neuronskim mrežama.
Kroz zadnjih nekoliko godina korištenje dubokih neuronskih mreža dovelo je do postizanja jako dobrih rezultata u rješavanju zadataka iz područja računalnog vida, a za postupke vizualne klasifikacije najboljima su se pokazale konvolucijske neuronske mreže.
Rad obuhvaća teoretsku podlogu vezanu za konvolucijske mreže, od same definicije mreže, značaja koji danas ima u zadatcima veznim za klasifikaciju slika, tipove i... More prostorni raspored slojeva i neurona te opis mreža koje su izrađene u sklopu ovog rada.
Također je dan osvrt na TensorFlow, Googleovu biblioteku koja je korištena za programsku izvedbu zadataka.
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Abstract (english)

The topic of this paper is image classification using deep neural networks.
During last several years, the use of deep neural networks has led to breakthrough results on a variety of pattern recognition problems, such as computer vision. Convolutional neural network is a special kind of neural network most used in visual classification problems.
This paper gives a theoretical background referring to ConvNets, the significance they have in achieving state-of-the-art results in modern image... More classification problems, spatial arrangement, layer patterns and type of neurons used for making the network that was a part of this assignment.
A brief review of TensorFlow is also given, due to the fact that TensorFlow is the library used in making of this project. Less

• Keywords: duboke neuronske mreže; konvolucijska neuronska mreža; klasifikacija slika; ConvNets; CIFAR-10; ReLU; TensorFlow; Python
• Keywords (english): Deep learning; convolutional neural network; image classification; ConvNets; CIFAR-10; ReLU; TensorFlow; Python
• Language: croatian
• URN:NBN: urn:nbn:hr:168:465056
• Study programme: Title: 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 resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2019-03-13 18:41:43