Road condition monitoring using smart sensing and artificial intelligence: A review

E Ranyal, A Sadhu, K Jain - Sensors, 2022 - mdpi.com
Road condition monitoring (RCM) has been a demanding strategic research area in
maintaining a large network of transport infrastructures. With advancements in computer …

Recent computer vision applications for pavement distress and condition assessment

H Ayman, MW Fakhr - Automation in Construction, 2023 - Elsevier
Amidst the unprecedented demographic boom, coupled with climate change, more pressure
is being exerted on road networks. Asset managers are thus in search for time and cost …

Improvement of lightweight convolutional neural network model based on YOLO algorithm and its research in pavement defect detection

FJ Du, SJ Jiao - Sensors, 2022 - mdpi.com
To ensure the safe operation of highway traffic lines, given the imperfect feature extraction of
existing road pit defect detection models and the practicability of detection equipment, this …

Computer vision based pothole detection under challenging conditions

B Bučko, E Lieskovská, K Zábovská, M Zábovský - Sensors, 2022 - mdpi.com
Road discrepancies such as potholes and road cracks are often present in our day-to-day
commuting and travel. The cost of damage repairs caused by potholes has always been a …

Comparison of CNN-based models for pothole detection in real-world adverse conditions: overview and evaluation

M Jakubec, E Lieskovská, B Bučko, K Zábovská - Applied Sciences, 2023 - mdpi.com
Potholes pose a significant problem for road safety and infrastructure. They can cause
damage to vehicles and present a risk to pedestrians and cyclists. The ability to detect …

Efficient LBP-GLCM texture analysis for asphalt pavement raveling detection using eXtreme Gradient Boost

MH Daneshvari, E Nourmohammadi, M Ameri… - … and Building Materials, 2023 - Elsevier
The raveling of asphalt pavement is the primary cause of decreasing road safety, comfort,
and service life. Because of the asphalt's complex texture, automatic raveling detection from …

Automatic pavement crack detection fusing attention mechanism

J Ren, G Zhao, Y Ma, D Zhao, T Liu, J Yan - Electronics, 2022 - mdpi.com
Pavement cracks can result in the degradation of pavement performance. Due to the lack of
timely inspection and reparation for the pavement cracks, with the development of cracks …

A new algorithm for real-time detection of window opening area in residential buildings

Y Liu, WT Chong, YH Yau, D Han, M Qin, F Deng… - Building and …, 2023 - Elsevier
The variation in window opening areas by individuals can lead to significant differences in
air change rates, indirectly affecting indoor air quality and building energy consumption …

Road condition monitoring using vehicle built-in cameras and gps sensors: a deep learning approach

C Ruseruka, J Mwakalonge, G Comert, S Siuhi… - Vehicles, 2023 - mdpi.com
Road authorities worldwide can leverage the advances in vehicle technology by
continuously monitoring their roads' conditions to minimize road maintenance costs. The …

Image-based pothole detection using multi-scale feature network and risk assessment

DH Heo, JY Choi, SB Kim, TO Tak, SP Zhang - Electronics, 2023 - mdpi.com
Potholes on road surfaces pose a serious hazard to vehicles and passengers due to the
difficulty detecting them and the short response time. Therefore, many government agencies …