INTELLIGENT EYES ON THE BATTLEFIELD: DEVELOPING AN AI-VISION BASED MILITARY VEHICLE AND INFANTRY DETECTION SYSTEM

The importance of accurate, real-time intelligence in modern warfare is crucial, especially in reconnaissance and surveillance operations. Currently, drones are widely used for reconnaissance, but generally rely only on the operator's ability to monitor operation targets. This research is ai...

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Main Author: Rheizal Aulia Wibowo, Pasha
Format: Final Project
Language:Indonesia
Subjects:
Online Access:https://digilib.itb.ac.id/gdl/view/82299
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:82299
spelling id-itb.:822992024-07-07T17:32:13ZINTELLIGENT EYES ON THE BATTLEFIELD: DEVELOPING AN AI-VISION BASED MILITARY VEHICLE AND INFANTRY DETECTION SYSTEM Rheizal Aulia Wibowo, Pasha Teknik (Rekayasa, enjinering dan kegiatan berkaitan) Indonesia Final Project operations. Keywords: YOLO, Image recognition, Military, Reconnaissance INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/82299 The importance of accurate, real-time intelligence in modern warfare is crucial, especially in reconnaissance and surveillance operations. Currently, drones are widely used for reconnaissance, but generally rely only on the operator's ability to monitor operation targets. This research is aimed at developing an AI vision assistance system to enhance the ability to detect military vehicles and infantry. The method used is computer vision trained to recognize and differentiate several military objects. The YOLO model is used to detect and distinguish objects. To improve detection capabilities, the YOLO v8 model was retrained with an additional dataset sourced from battle recordings on the battlefield. The results show a detection accuracy rate of 95% in detecting vehicles and infantry under normal visual conditions. The model from this research can be used to enhance the capabilities of reconnaissance drones and the effectiveness of monitoring operations. 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
topic Teknik (Rekayasa, enjinering dan kegiatan berkaitan)
spellingShingle Teknik (Rekayasa, enjinering dan kegiatan berkaitan)
Rheizal Aulia Wibowo, Pasha
INTELLIGENT EYES ON THE BATTLEFIELD: DEVELOPING AN AI-VISION BASED MILITARY VEHICLE AND INFANTRY DETECTION SYSTEM
description The importance of accurate, real-time intelligence in modern warfare is crucial, especially in reconnaissance and surveillance operations. Currently, drones are widely used for reconnaissance, but generally rely only on the operator's ability to monitor operation targets. This research is aimed at developing an AI vision assistance system to enhance the ability to detect military vehicles and infantry. The method used is computer vision trained to recognize and differentiate several military objects. The YOLO model is used to detect and distinguish objects. To improve detection capabilities, the YOLO v8 model was retrained with an additional dataset sourced from battle recordings on the battlefield. The results show a detection accuracy rate of 95% in detecting vehicles and infantry under normal visual conditions. The model from this research can be used to enhance the capabilities of reconnaissance drones and the effectiveness of monitoring operations.
format Final Project
author Rheizal Aulia Wibowo, Pasha
author_facet Rheizal Aulia Wibowo, Pasha
author_sort Rheizal Aulia Wibowo, Pasha
title INTELLIGENT EYES ON THE BATTLEFIELD: DEVELOPING AN AI-VISION BASED MILITARY VEHICLE AND INFANTRY DETECTION SYSTEM
title_short INTELLIGENT EYES ON THE BATTLEFIELD: DEVELOPING AN AI-VISION BASED MILITARY VEHICLE AND INFANTRY DETECTION SYSTEM
title_full INTELLIGENT EYES ON THE BATTLEFIELD: DEVELOPING AN AI-VISION BASED MILITARY VEHICLE AND INFANTRY DETECTION SYSTEM
title_fullStr INTELLIGENT EYES ON THE BATTLEFIELD: DEVELOPING AN AI-VISION BASED MILITARY VEHICLE AND INFANTRY DETECTION SYSTEM
title_full_unstemmed INTELLIGENT EYES ON THE BATTLEFIELD: DEVELOPING AN AI-VISION BASED MILITARY VEHICLE AND INFANTRY DETECTION SYSTEM
title_sort intelligent eyes on the battlefield: developing an ai-vision based military vehicle and infantry detection system
url https://digilib.itb.ac.id/gdl/view/82299
_version_ 1822997636055040000