Detekcija ruku u slici i prepoznavanje znakovnoga jezika primjenom strojnog učenja

undergraduate thesis

• Title (english): Detection of hands in image and recognition of sign language using machine learning
• Author: Josip Krznar
• Mentor: Sonja Grgić (mentor)
• Committee member: Sonja Grgić (predsjednik povjerenstva)
• Committee member: Mislav Grgić (član povjerenstva)
• Committee member: Tomislav Kos (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2022-07-15, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu predstavljena su i uspoređena dva programska rješenja za prepoznavanje znakovnog jezika na slici, iako im je implementacija različita oba rade na slične načine. Uz implementaciju rješenje pokušalo se na što jednostavniji način opisati glavne metode korištene za dobivanje programskih rješenja.

Abstract (english)

In this paper, two software solutions for sign language recognition from image are presented and compared, although their implementation is different they both work in similar ways. In addition to the implementation of the solution, an attempt was made to describe in the simplest possible way the main methods used to obtain software solutions.

• Keywords: strojno učenje; umjetna inteligencija; nadzirano učenje; nenadzirano učenje; neuronske mreže; neuron; konvolucijska neuronska mreža; prijenosne funkcije; detekcija objekata; prepoznavanje ruku; računalni vid; znakovni jezik; mediapipe; tensorflow
• Keywords (english): machine learning; artificial intelligence; supervised learning; unsupervised learning; neural networks; neuron; convolutional neural network; activation functions; object detection; hand recognition; computer vision; sign language; mediapipe; tensorflow
• Language: croatian
• URN:NBN: urn:nbn:hr:168:246398
• 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 10:38:20