IMPLEMENTATION OF YOLOV4 OBJECT DETECTION ALGORITHM ON THERMAL INFRARED OBJECT TRACKING SYSTEM

In this final project, a human object detection system was designed using an infrared thermal camera. The detection is carried out from a height of ±5 meters. The system is designed using a camera holder that is connected to a servo so that the camera can track objects detected by the image servo...

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Main Author: Ragitya Anggaraksa, Fauzan
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/56345
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:56345
spelling id-itb.:563452021-06-22T07:42:09ZIMPLEMENTATION OF YOLOV4 OBJECT DETECTION ALGORITHM ON THERMAL INFRARED OBJECT TRACKING SYSTEM Ragitya Anggaraksa, Fauzan Indonesia Final Project Object detection, YOLOv4, Thermal. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/56345 In this final project, a human object detection system was designed using an infrared thermal camera. The detection is carried out from a height of ±5 meters. The system is designed using a camera holder that is connected to a servo so that the camera can track objects detected by the image servoing method. This system consists of user interface subsystem, data processing subsystem, acquisition subsystem, and driver subsystem. The user interface subsystem is a subsystem that has a function to connect the user and the device. The data acquisition subsystem is a subsystem consisting of infrared camera components and has a function to capture thermal information from objects. The data processing subsystem is a subsystem consisting of the NVIDIA Jetson Nano Mini PC component and has functions as the brain of the system as a whole and plays a role in running object detection features with the YOLOv4 algorithm along with sending control signals to the drive subsystem to move the camera in the acquisition subsystem. The drive subsystem is a subsystem consisting of two servos to drive the infrared camera platform so that the object being tracked is always in the frame. The main topic in this report is the process of implementing the YOLOv4 object detection algorithm in the Thermal Infrared Object Tracking System. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description In this final project, a human object detection system was designed using an infrared thermal camera. The detection is carried out from a height of ±5 meters. The system is designed using a camera holder that is connected to a servo so that the camera can track objects detected by the image servoing method. This system consists of user interface subsystem, data processing subsystem, acquisition subsystem, and driver subsystem. The user interface subsystem is a subsystem that has a function to connect the user and the device. The data acquisition subsystem is a subsystem consisting of infrared camera components and has a function to capture thermal information from objects. The data processing subsystem is a subsystem consisting of the NVIDIA Jetson Nano Mini PC component and has functions as the brain of the system as a whole and plays a role in running object detection features with the YOLOv4 algorithm along with sending control signals to the drive subsystem to move the camera in the acquisition subsystem. The drive subsystem is a subsystem consisting of two servos to drive the infrared camera platform so that the object being tracked is always in the frame. The main topic in this report is the process of implementing the YOLOv4 object detection algorithm in the Thermal Infrared Object Tracking System.
format Final Project
author Ragitya Anggaraksa, Fauzan
spellingShingle Ragitya Anggaraksa, Fauzan
IMPLEMENTATION OF YOLOV4 OBJECT DETECTION ALGORITHM ON THERMAL INFRARED OBJECT TRACKING SYSTEM
author_facet Ragitya Anggaraksa, Fauzan
author_sort Ragitya Anggaraksa, Fauzan
title IMPLEMENTATION OF YOLOV4 OBJECT DETECTION ALGORITHM ON THERMAL INFRARED OBJECT TRACKING SYSTEM
title_short IMPLEMENTATION OF YOLOV4 OBJECT DETECTION ALGORITHM ON THERMAL INFRARED OBJECT TRACKING SYSTEM
title_full IMPLEMENTATION OF YOLOV4 OBJECT DETECTION ALGORITHM ON THERMAL INFRARED OBJECT TRACKING SYSTEM
title_fullStr IMPLEMENTATION OF YOLOV4 OBJECT DETECTION ALGORITHM ON THERMAL INFRARED OBJECT TRACKING SYSTEM
title_full_unstemmed IMPLEMENTATION OF YOLOV4 OBJECT DETECTION ALGORITHM ON THERMAL INFRARED OBJECT TRACKING SYSTEM
title_sort implementation of yolov4 object detection algorithm on thermal infrared object tracking system
url https://digilib.itb.ac.id/gdl/view/56345
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