Crack Detection on Asphalt Road in Malaysia using UAV Images and YOLOv4

QR Code

Crack Detection on Asphalt Road in Malaysia using UAV Images and YOLOv4

Road transport, utilizing roadways, is important for the movement of goods and people, posing a significant maintenance challenge due to the deterioration caused by poor materials and natural disasters. Cracks in asphalt roads are a major concern, impacting transportation quality, safety, and comfor...

Full description

Bibliographic Details
Published in:	14th IEEE International Conference on Control System, Computing and Engineering, ICCSCE 2024 - Proceedings
Main Author:	Mahmud M.N.; Osman M.K.; Ismail A.P.; Ahmad F.; Ahmad K.A.; Ibrahim A.; Rabiani A.H.
Format:	Conference paper
Language:	English
Published:	Institute of Electrical and Electronics Engineers Inc. 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85207049788&doi=10.1109%2fICCSCE61582.2024.10696027&partnerID=40&md5=5ccd9d31f707d9b217f299667fbbcb0e

Similar Items

Pavement Crack Detection from UAV Images Using YOLOv4
by: Mahmud M.N.; Sabri N.N.N.A.; Osman M.K.; Ismail A.P.; Mohamad F.A.; Idris M.; Sulaiman S.N.; Saad Z.; Ibrahim A.; Rabiain A.H.
Published: (2023)

Altitude Analysis of Road Segmentation from UAV Images with DeepLab V3+
by: Mahmud M.N.; Azim M.H.; Hisham M.; Osman M.K.; Ismail A.P.; Ahmad F.; Ahmad K.A.; Ibrahim A.; Rabiani A.H.
Published: (2022)

Detection of Crack on Asphalt Pavement using Deep Convolutional Neural Network
by: Ahmad Faudzi M.J.A.; Osman M.K.; Muhamed Yusof N.A.; Ahmad K.A.; Ahmad F.; Idris M.; Raof R.A.A.; Nor Hazlyna H.
Published: (2021)

Crack detection and classification in asphalt pavement images using deep convolution neural network
by: Yusof N.A.M.; Osman M.K.; Noor M.H.M.; Ibrahim A.; Tahir N.M.; Yusof N.M.
Published: (2019)

Cracklabel: A thresholding-based crack labeling tool for asphalt pavement images
by: Yusof N.A.M.; Osman M.K.; Ahmad F.; Idris M.; Ibrahim A.; Tahir N.M.; Yusof N.M.
Published: (2021)

Deep convolution neural network for crack detection on asphalt pavement
by: Yusof N.A.M.; Ibrahim A.; Noor M.H.M.; Tahir N.M.; Yusof N.M.; Abidin N.Z.; Osman M.K.
Published: (2019)

The application of UAV images in flood detection using image segmentation techniques
by: Ibrahim N.S.; Osman M.K.; Mohamed S.B.; Abdullah S.H.Y.S.; Sharun S.M.
Published: (2021)

Possibility the use of UAV platform for building's crack length measurement
by: Rahman K.A.; Tahar K.N.
Published: (2022)

Object Detection: Harmful Weapons Detection Using YOLOv4
by: Afandi W.E.I.B.W.N.; Isa N.M.
Published: (2021)

Multirotor UAV-Based Photogrammetric Mapping for Road Design
by: Zulkipli M.A.; Tahar K.N.
Published: (2018)

YOLOv9-Based Hotspots Recognition in Solar Photovoltaic Panels: Integrating Image Processing Techniques for Targeted Region Identification
by: Hamid M.Z.A.; Daud K.; Soh Z.H.C.; Osman M.K.; Isa I.S.; Jadin M.S.
Published: (2024)

Accuracy Assessment of Automatic Road Features Extraction from Unmanned Autonomous Vehicle (UAV) Imagery
by: Bohari S.N.; Ahmad A.; Talib N.; A. Hajis A.M.H.
Published: (2021)

Road Image Deblurring with Nonlinear Activation Free Network
by: Maruzuki M.I.F.; Osman M.K.; Shafie A.S.; Setumin S.; Ibrahim A.; Saleh H.M.; Tahir M.S.M.; Rabiain A.H.
Published: (2024)

Individual tree detection using UAV-lidar and UAV-SfM data: A tutorial for beginners
by: Mohan M.; Leite R.V.; Broadbent E.N.; Wan Mohd Jaafar W.S.; Srinivasan S.; Bajaj S.; Dalla Corte A.P.; Do Amaral C.H.; Gopan G.; Saad S.N.M.; Muhmad Kamarulzaman A.M.; Prata G.A.; Llewelyn E.; Johnson D.J.; Doaemo W.; Bohlman S.; Almeyda Zambrano A.M.; Cardil A.
Published: (2021)

RCD-IIUM: A Comprehensive Malaysian Road Crack Dataset for Infrastructure Analysis
by: Ashraf A.; Sophian A.; Shafie A.A.; Gunawan T.S.; Ismail N.N.; Bawono A.A.
Published: (2024)

RCD-IIUM: A Comprehensive Malaysian Road Crack Dataset for Infrastructure Analysis
by: Ashraf, et al.
Published: (2024)

Automated Wood Surface Defects Recognition System Using Yolov4-tiny Model
by: Musa A.M.B.; Momin M.A.; Khairuddin A.S.M.; Khairuddin U.; Ahmad A.; Rosli N.R.
Published: (2023)

Malaysian Sign Language (MSL) Detection: Comparison of YOLOv5 and CNN
by: Halim A.H.A.; Rahim A.A.A.; Rozaini N.A.; Hassan S.L.M.; Halim I.S.A.; Abdullah N.E.
Published: (2024)

A Lane Detection Using Image Processing Technique for Two-Lane Road
by: Bin Abdul Razak N.; Bin Mazlan M.Z.; Johari J.B.; Bin Che Abdullah S.A.; Mun N.K.
Published: (2022)

CSSD-YOLO: A Modified YOLOv5 Method for Solder Joint Defect Detection
by: Ang L.; Hamzah R.; Rahim S.K.N.A.; Yousheng G.; Samah K.A.F.A.
Published: (2023)

Characterization of Asphalt Emulsion with Different Percentage of Asphalt Content
by: Arshad A.K.; Kamal M.I.A.M.; Ahmad J.; Shaffie E.; Rais N.; Grover S.; Guyot X.
Published: (2024)

A Recyclable Waste Image Recognition System with YOLOv8 for Children's Environmental Education
by: Zambri A.F.; Abdul-Rahman S.; Mohd Sabri N.; Mutalib S.
Published: (2024)

Utilizing Spectral Indices on UAV Multispectral Images for Paddy Healthiness Detection: A Case Study in Perlis, Malaysia.
by: Aziz N.H.; Narashid R.H.; Razak T.R.; Anshah S.A.; Talib N.; Zainuddin K.; Latif Z.; Hashim N.
Published: (2024)

Landslide Detection Using Analysed UAV Imagery
by: Ya’acob N.; Rahman A.A.A.; Yusof A.L.; Ali D.M.; Naim N.F.
Published: (2025)

Individual Tree Crown Detection Using UAV Orthomosaic
by: Tahar K.N.; Asmadin M.A.; Hj Sulaiman S.A.; Khalid N.; Idris A.N.; Razali M.H.
Published: (2021)

Hardhat-YOLO: A YOLOv5-based Lightweight Hardhat-Wearing Detection Algorithm in Substation Sites
by: Luo W.; Yassin A.I.M.; Shariff K.K.M.; Raju R.
Published: (2024)

Lightweight White Blood Cells Detection Using Fusion of YOLOv5 and Attention Model
by: Rohaziat N.; Tomari M.R.M.; Zakaria W.N.W.; Das D.
Published: (2025)

A New Attention Mechanism for Semi-Guided Annotation of Very Large-Scale Pavement Defect Labelling in Malaysia Road Images
by: Maruzuki M.I.F.; Osman M.K.; Setumin S.; Ibrahim A.
Published: (2024)

Revolutionizing Road Pavements: Advancing Traffic Safety and Aesthetics Through Chrome Oxide and Iron Oxide Pigmented Coloured Asphalt Binders
by: Khalifa, et al.
Published: (2024)

Human Detection from Drone using You Only Look Once (YOLOv5) for Search and Rescue Operation
by: Zaman F.H.K.; Tahir N.M.; Yusoff Y.M.; Thamrin N.M.; Hasmi A.H.
Published: (2023)

Efficacy of Contrast Medium-assisted Imaging in Diagnosing Cracked Tooth
by: Pisar N.A.Md.; Zain N.A.C.Md.; Zohdi N.M.; Yusof M.Y.P.M.; Ishak H.
Published: (2023)

Relationship between rheological properties of nano polymer modified asphalt binder and permanent deformation of asphalt mixture
by: Shaffie E.; Ahmad J.; Arshad A.K.; Jaya R.P.; Rais N.M.; Shafii M.A.
Published: (2019)

Research on Deep Learning-based Semantic Segmentation Algorithm for UAV Images
by: Yan Q.; Cheng G.
Published: (2023)

Wet Road Detection Using CNN With Transfer Learning
by: Mohd Shariff K.K.; Ali A.; Enche Ab Rahim S.A.; Khan Ismail Z.
Published: (2022)

Real-Time Pavement Crack Detection Based on Artificial Intelligence
by: Ya’acob N.; Zuraimi M.D.I.; Rahman A.A.A.; Yusof A.L.; Ali D.M.
Published: (2024)

Image segmentation and feature extraction method for lung lesion detection in computed tomography images
by: Abdullah M.F.; Sulaiman S.N.; Osman M.K.; Setumin S.; Karim N.K.A.; Sahimi F.A.; Ani A.I.C.
Published: (2023)

Assessment the Accuracy of Crack Detection Derived from Smartphone LiDAR and TLS Dataset
by: Syafie F.S.; Khalid N.; Tahar K.N.; Naharudin N.; Abdul Jalil A.H.; Hakim Kamaruddin A.
Published: (2024)

Segmentation Technique for Nucleus Detection in Blood Images for Chronic Leukaemia
by: Daud N.H.M.; Raof R.A.A.; Osman M.K.; Harun N.H.
Published: (2021)

LAPLACIAN-BASED BLUR DETECTION ALGORITHM FOR DIGITAL BREAST TOMOSYNTHESIS IMAGES IN IMPROVING BREAST CANCER DETECTION
by: Harron N.A.; Sulaiman S.N.; Osman M.K.; A. Karim N.K.; Isa I.S.
Published: (2023)

Ground investigation using 2D resistivity imaging for road construction
by: Awang H.; Abdullah R.A.; Samad S.A.
Published: (2016)