Primjena konvolucijskih modela na problem klasifikacije slika

undergraduate thesis

• Title (english): Using convolutional models for image classification
• Author: Renato Jurišić
• Mentor: Zoran Kalafatić (mentor)
• Committee member: Zoran Kalafatić (predsjednik povjerenstva)
• Committee member: Petra Bevandić (član povjerenstva)
• Committee member: Ivan Grubišić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2022-07-01, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu opisane su duboke konvolucijske mreže i njihova primjena na problem klasifikacije slika. Poseban naglasak stavljen je na familiju modela EfficientNet i metodu skaliranja konvolucijskih mreža koja je s njima uvedena. Ispitani su modeli EfficientNet, DenseNet, ResNetV2 i MobileNetV2 na standardnim skupovima podataka za prijenos učenja. Dobiveni rezultati su analizirani u pogledu točnosti klasifikacije te računske zahtjevnosti.

Abstract (english)

This paper describes deep convolutional networks and their application to the image classification problem. Special emphasis was placed on the EfficientNet family of models and the method of scaling convolutional networks introduced with them. EfficientNet, DenseNet, ResNetV2 and MobileNetV2 models were tested on standard transfer learning datasets. The obtained results were analyzed in terms of classification accuracy and computational complexity.

• Keywords: računalni vid; duboki konvolucijski modeli; klasifikacija slika; EfficientNet; prijenos učenja
• Keywords (english): computer vision; deep convolutional models; image classification; EfficientNet; transfer learning
• Language: croatian
• URN:NBN: urn:nbn:hr:168:999488
• 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: 2023-01-15 10:28:12