Sustav za detekciju karakterističnih točaka lica

undergraduate thesis

• Title (english): System for facial keypoints detection
• Author: Toni Polanec
• Mentor: Tomislav Hrkać (mentor)
• Committee member: Tomislav Hrkać (predsjednik povjerenstva)
• Committee member: Eda Jovičić (član povjerenstva)
• Committee member: Vjeko Kužina (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2023-07-03, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu opisan je cijeli proces treniranja modela za detekciju karakterističnih točaka lica. Opisani su procesi manipulacije ulaznog skupa podataka. Opisana je arhitektura i najbitniji dijelovi konvolucijske neuronske mreže. Prikazano je treniranje modela i objašnjeni parametri treniranja. Uz rad izrađen je i programski kod koji prolazi kroz svaki korak opisan u radu. Na samom kraju prikazani su dobiveni rezultati treniranja.

Abstract (english)

This work describes the entire process of training a model for facial landmark detection. It describes the processes of manipulating the input dataset. Explains the architecture and the most important components of the convolutional neural network. The training of the model is demonstrated, and the training parameters are explained. In addition to the paper, a source code is provided and goes through each step described in the paper. The obtained training results are presented at the end.

• Keywords: računalni vid; točke lica; konvolucijske neuronske mreže; pretprocesiranje podataka; arhitektura neuronskih mreža; duboko učenje
• Keywords (english): computer vision; facial landmarks; convolutional neural networks; preprocessing data; neural network architecture; deep learning
• Language: croatian
• URN:NBN: urn:nbn:hr:168:922778
• 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: 2023-10-11 10:11:23