Prepoznava plovil na reki

diplomsko delo

Žan Besednjak (Author), Luka Šajn (Mentor)

Abstract

Cilj diplomske naloge je ustvariti sistem za analizo rečnega prometa in turizma s štetjem specifičnih plovil. Model bo osnovan na družini modelov za prepoznavo YOLO. Na izbiro je vplivala predvsem zmožnost YOLO modelov za prepoznavo v realnem času - več kot 60 slik na sekundo. Podatki za učenje in ocenjevanje bodo pridobljeni s snemanjem prometa na reki Soči na različnih lokacijah in v različnih vremenskih razmerah. Iz potrebe po veliki količini označenih podatkov bomo uporabili metode za avtomatsko označevanje. Ocenjevanje bo izvedeno na testnih podatkih in v realnem primeru uporabe.

Keywords

prepoznava plovil;rečni promet;prepoznavanje;označevanje;Yolo;univerzitetni študij;diplomske naloge;

Data

Language:	Slovenian
Year of publishing:	2024
Typology:	2.11 - Undergraduate Thesis
Organization:	UL FRI - Faculty of Computer and Information Science
Publisher:	[Ž. Besednjak]
UDC:	004.93:629.52(043.2)
COBISS:	193088771
Views:	65
Downloads:	15
Average score:	0 (0 votes)
Metadata:

Other data

Secondary language:	English
Secondary title:	River Vessels Recognition
Secondary abstract:	The purpose of this thesis is to create a model for recognition of river vessels. It is going to be used for counting different vessels and analyzing river traffic and tourism activities. The model will be based on a family of YOLO models for recognition. The most important factor in the decision was the property of YOLO models to recognize objects in real time - more than 60 frames per seconds. Data for learning and evaluation is going to be acquired with filming traffic on river Soča on different locations and weather conditions. In need for a large set of labeled data we use systems for automatic labeling. Evaluation will be done on the test data and on real world examples.
Secondary keywords:	recognition;labeling;YOLO;river traffic;computer and information science;diploma;Vodna plovila;Razpoznavanje objektov (računalništvo);Računalništvo;Univerzitetna in visokošolska dela;
Type (COBISS):	Bachelor thesis/paper
Study programme:	1000468
Embargo end date (OpenAIRE):	1970-01-01
Thesis comment:	Univ. v Ljubljani, Fak. za računalništvo in informatiko
Pages:	45 str.
ID:	23510878