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Performance Analysis of Object Detection Depending on Reliability of Cellular V2X

Title
Performance Analysis of Object Detection Depending on Reliability of Cellular V2X
Alternative Title
셀룰러 차량사물 통신의 신뢰성에 따른 객체 검출 성능 분석
Author(s)
Dongyoon Kwon
DGIST Authors
Dongyoon KwonJi-Woong ChoiJeongho Kwak
Advisor
최지웅
Co-Advisor(s)
Jeongho Kwak
Issued Date
2023
Awarded Date
2023-02-01
Type
Thesis
Description
"Vehicle-to-everything (V2X)", "Cellular V2X (C-V2X)", "Vehicular edge computing (VEC)", "Object detection", "Detection accuracy", "차량사물 통신", "셀룰러 차량사물 통신", "차량 에지 컴퓨팅", "객체 검출," "검출 정확도"
Table Of Contents
Ⅰ. Introduction 1
Ⅱ. Background 6
2.1 Vehicle-to-Everything (V2X) Communication 6
2.1.1 Dedicated Short Range Communication (DSRC) 6
2.1.2 Cellular V2X (C-V2X) 11
2.1.3 V2X Message & Use Cases 18
2.2 Vehicular Edge Computing (VEC) 23
2.3 Object Detection 28
Ⅲ. Research Method 32
3.1 Scenario Description 32
3.2 Simulation Setup 34
3.2.1 Dataset & Object Detection Algorithm 34
3.2.2 C-V2X Communication Environment 38
3.3 Fair Comparison 40
Ⅳ. Performance Analysis 43
Ⅴ. Conclusion 49
References 51
URI
http://hdl.handle.net/20.500.11750/45746

http://dgist.dcollection.net/common/orgView/200000656994
DOI
10.22677/THESIS.200000656994
Degree
Master
Department
Department of Electrical Engineering and Computer Science
Publisher
DGIST
Related Researcher
  • 최지웅 Choi, Ji-Woong
  • Research Interests Communication System; Signal Processing; Communication Circuit Design; 생체 신호 통신 및 신호 처리; 뇌-기계 인터페이스(BMI); 차세대 교차계층 통신 및 신호 처리; 5G 모바일 통신
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Department of Electrical Engineering and Computer Science Theses Master

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