Road surface classification based on LBP and GLCM features using kNN classifier

AA Fauzi, F Utaminingrum, F Ramdani - Bulletin of Electrical Engineering …, 2020 - beei.org
Abstract Autonomous Ground Vehicle (UGV) technology has shown a fast development this
past year and proven to be useful. The use of UGV technology is restricted on a particular …

Dual Stream Meta Learning for Road Surface Classification and Riding Event Detection on Shared Bikes

S Jiang, Z Strout, B He, D Peng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Road surface condition monitoring and bike riding event detection are crucial in densely
populated cities for travel efficiency and rider safety. However, most current approaches are …

Image-based road type classification

V Slavkovikj, S Verstockt, W De Neve… - 2014 22nd …, 2014 - ieeexplore.ieee.org
The ability to automatically determine the road type from sensor data is of great significance
for automatic annotation of routes and autonomous navigation of robots and vehicles. In this …

E-bike navigation system for safer data collection on real-time by using mobile phone

R Yamaguchi, D Li, P Siriaraya… - … and other Affiliated …, 2022 - ieeexplore.ieee.org
As an important foundation of the smart city, MaaS (Mobility as a Service) provides a
seamless passenger experience using multiple modes of transport from the beginning until …

Crowdsourcing a cyclist perspective on suggested recreational paths in real-world networks

K Baker, K Ooms, S Verstockt, P Brackman… - Cartography and …, 2017 - Taylor & Francis
Routing and navigation services for leisure activities are conditioned by special needs and
trade-offs. The advent of online communities and large crowdsourced datasets offers …

Image-based pavement type classification with convolutional neural networks

A Riid, DL Manna, S Astapov - 2020 IEEE 24th International …, 2020 - ieeexplore.ieee.org
Road pavement type classification is important in route planning, road maintenance and for
autonomous vehicles. In this paper, we propose a deep learning based method for …

Image road surface classification based on GLCM feature using LGBM classifier

C Juliandy, J Hendrik, FA Tarigan - IOP Conference Series …, 2022 - iopscience.iop.org
The road is a land transportation infrastructure that is often used by the community to support
their daily activities. Damaged road conditions will cause inconvenience and especially …

Collaborative Bike Sensing for Automatic Geographic Enrichment: Geoannotation of road\/terrain type by multimodal bike sensing

S Verstockt, V Slavkovikj, P De Potter… - IEEE Signal …, 2014 - ieeexplore.ieee.org
In this article, we describe a multimodal bike-sensing setup for automatic geoannotation of
terrain types using Web-based data enrichment. The proposed classification system is …

Road-type classification through deep learning networks fine-tuning

Y Saleh, N Otoum - Journal of Information & Knowledge …, 2020 - World Scientific
Road-type classification is increasingly becoming important to be embedded in interactive
maps to provide additional useful information for users. The ubiquity of smartphones …

[PDF][PDF] CLASSIFYING THE SURFACE TYPES OF CYCLING ROADS USING STREET-LEVEL IMAGES AND DEEP LEARNING: A COMPARATIVE STUDY

E Bekaert - 2024 - libstore.ugent.be
Finally, my thesis is done! It was a bumpy road with a lot of challenges, but we made it to the
final destination. In the process of making this, I learned a lot: I took a deep dive into deep …