Android aplikacija za detektiranje malih istovrsnih objekata na fotografijama

undergraduate thesis

• Title (english): Android application for detecting small objects of the same type in photographs
• Author: Lucija Čatipović
• Mentor: Mirko Randić (mentor)
• Committee member: Mirko Randić (predsjednik povjerenstva)
• Committee member: Bruno Blašković (član povjerenstva)
• Committee member: Frano Škopljanac-Mačina (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2023-07-06, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu opisan je razvoj Android aplikacije za detektiranje malih istovrsnih objekata
koji predstavljaju mrave na slikama. Detektiranje objekata se temelji na modelu čija je
izrada opisana od pripreme podataka do samog treniranja modela koristeći TensorFlow te
Google Colab. Razvijena su dva modela sa razlikama u skupu podataka za treniranje te su
objašnjene njihove razlike. Prikazano je i sučelje aplikacije koja, od dva modela,
implementira onaj efikasniji naučeni model za detekciju objekata. Također su opisane sve
korištene tehnologije.

Abstract (english)

This thesis describes development of an Android application fot detecting small objects of
the same type that represents ants in photographs. Object detection is based on a model, the
creation of which is described from data preparation to model training using TensorFlow
and Google Colab. Two models with differences in the training dataset were developed and
their differences were explained. The application interface is also shown, which, of the two
models, implements the more efficient trained model for object detection. All the
technologies used are also described.

• Keywords: Detekcija objekata; TensorFlow Lite; Android aplikacija
• Keywords (english): Object detection; TensorFlow Lite; Android app
• Language: croatian
• URN:NBN: urn:nbn:hr:168:863498
• 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 08:37:49