Mobilna aplikacija za očitavanje rukom pisanog teksta korištenjem dubokih neuronskih mreža

undergraduate thesis

• Title (english): Mobile Application for Handwritten Text Recognition Using Deep Neural Networks
• Author: Stjepan Ruklić
• Mentor: Alan Jović (mentor)
• Committee member: Alan Jović (predsjednik povjerenstva)
• Committee member: Igor Stančin (član povjerenstva)
• Committee member: Josip Renić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2021-07-05, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Duboke neuronske mreže i njihova primjena su sve zastupljenije u rješavanju problema računalnog vida zahvaljujući svojim visoko rangiranim rezultatima.

U ovom radu najprije opisujemo pojam neuronske mreže te neophodne segmente za učenje modela, a to su: podaci, mjere uspješnosti i arhitektura modela. U nastavku je prikazan programske podrške koja olakšava korištenje modela.

Abstract (english)

Deep neural networks and their application are increasingly represented in solving computer vision problems thanks to their highly ranked results.

In this paper, we first describe the notion of a neural network and the necessary ones
segments for model learning, namely: data, performance measures, and model architecture. Below is software that makes it easy to use the model.

• Keywords: Neuron; duboka neuronska mreža; povratna neuronska mreža; LSTM; konvolucijska neuronska mreža; optičko prepoznavanje znakova; OCR; strojno učenje; duboko učenje
• Keywords (english): Neuron; deep neural network; recurrent neural network; LSTM; recurrent neural network; convolutional neural network; optical character recognition; OCR; machine learning; deep learning
• Language: croatian
• URN:NBN: urn:nbn:hr:168:232651
• 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: 2023-01-14 21:35:46