Detection and Analysis of Corrosion on Coated Metal Surfaces Using Enhanced YOLO v5 Algorithm for Anti-Corrosion Performance Evaluation

Q Yu, Y Han, W Lin, X Gao - Journal of Marine Science and Engineering, 2024 - mdpi.com
This study addresses the severe corrosion issues in the coastal regions of southern China
by proposing an improved YOLO v5-GOLD-NWD model. Utilizing corrosion data from the …

A critical analysis of machine learning in ship, offshore, and oil & gas corrosion research, part I: Corrosion detection and classification

MH Imran, MI Khan, S Jamaludin, I Hasan… - Ocean …, 2024 - Elsevier
Corrosion poses a significant threat to the integrity and longevity of ship, offshore, and oil &
gas structures, resulting in substantial economic losses, environmental hazards, and safety …

[HTML][HTML] Corrosion Detection and Grading Method for Hydraulic Metal Structures Based on an Improved YOLOv10 Sequential Architecture

H Cheng, F Kang - Applied Sciences, 2024 - mdpi.com
Herein, we present a method for detecting and determining the corrosion level of hydraulic
metal structure surfaces through images while reducing the difficulty of dataset annotation …

A Deep Learning Image Corrosion Classification Method for Marine Vessels Using an Eigen Tree Hierarchy Module

G Chliveros, I Tzanetatos, SV Kontomaris - Coatings, 2024 - mdpi.com
This paper involves the automation of a visual characterisation technique for corrosion in
marine vessels, as it appears in the hull preventive coatings of marine vessels and their …

Current Status of Image Recognition Technology in the Field of Corrosion Protection Applications.

X Wang, W Zhang, Z Lin, H Li, Y Zhang… - Coatings (2079 …, 2024 - search.ebscohost.com
Corrosion brings serious losses to the economy annually. Therefore, various corrosion
protection and detection techniques are widely used in the daily maintenance of large metal …

Single image wire corrosion level identification using explainable AI

S Parameswaran, S Wheeland… - … and Monitoring of …, 2024 - spiedigitallibrary.org
Guy wires stabilize outdoor structures typically up to hundreds of feet in height. Exposed to
potentially harsh environmental conditions, these wires can experience internal and external …

Vessel Surface Corrosion Segmentation Approach Using a Decision-Tree Module for YOLO Trained Models

G Chliveros, I Tzanetatos, SV Kontomaris - 2024 - preprints.org
In this paper we propose a module that uses features learned by a deep convolutional
neural network to infer areas of corrosion and segment pixels to corrosion areas of …

[PDF][PDF] DESIGN AND DEVELOPMENT OF SOFTWARE TO DETECT BIRD COLLISIONS WITH GLASS OBSTACLES

R BUMBÁLEK, T ZOUBEK, R STEHLÍK, R KUNEŠ… - TECHNOFORUM 2024 - fzt.jcu.cz
The paper is focused on the problem of image processing. Its output is software for the
identification of bird collision with a glass obstacle using the detection of changes in the …