YOLO-LWNet: A Lightweight Road Damage Object Detection Network for Mobile Terminal Devices

To solve the demand for road damage object detection under the resource-constrained conditions of mobile terminal devices, in this paper, we propose the YOLO-LWNet, an efficient lightweight road damage detection algorithm for mobile terminal devices. First, a novel lightweight module, the LWC, is de...

Full description

Bibliographic Details
Published in:	Sensors
Main Authors:	Chenguang Wu, Min Ye, Jiale Zhang, Yuchuan Ma
Format:	Article
Language:	English
Published:	MDPI AG 2023-03-01
Subjects:	road damage detection object detection lightweight network mobile terminal YOLOv5 attention mechanism
Online Access:	https://www.mdpi.com/1424-8220/23/6/3268

Similar Items

MFF-YOLO: A lightweight road damage detection algorithm based on multiscale feature fusion
by: HOU Tao, et al.
Published: (2024-01-01)

YOLO-LRDD: a lightweight method for road damage detection based on improved YOLOv5s
by: Fang Wan, et al.
Published: (2022-10-01)

Comparative Evaluation of YOLO and Gemini AI Models for Road Damage Detection and Mapping
by: Zeynep Demirel, et al.
Published: (2025-07-01)

RDD-YOLO: Road Damage Detection Algorithm Based on Improved You Only Look Once Version 8
by: Yue Li, et al.
Published: (2024-04-01)

PCPE-YOLO with a lightweight dynamically reconfigurable backbone for small object detection
by: Weijia Chen, et al.
Published: (2025-08-01)

Mamba*YOLO: Lightweight and Accurate Object Detection via Regional Attention With Gated Enhancement
by: Jinsu An, et al.
Published: (2025-01-01)

Edge-YOLO: Lightweight Infrared Object Detection Method Deployed on Edge Devices
by: Junqing Li, et al.
Published: (2023-03-01)

LAG-YOLO: Efficient road damage detector via lightweight attention ghost module
by: Junxin Chen, et al.
Published: (2024-03-01)

Automatic Recognition of Road Damage Based on Lightweight Attentional Convolutional Neural Network
by: Han Liang, et al.
Published: (2022-12-01)

An Improved Lightweight Model for Defect Detection on Paths in Images
by: Zhaoning Cui, et al.
Published: (2025-06-01)

Train-YOLO: An Efficient and Lightweight Network Model for Train Component Damage Detection
by: Hanqing Zong, et al.
Published: (2025-08-01)

Object detection model design for tiny road surface damage
by: Chenguang Wu, et al.
Published: (2025-04-01)

YOLO-SMUG: An Efficient and Lightweight Infrared Object Detection Model for Unmanned Aerial Vehicles
by: Xinzhe Luo, et al.
Published: (2025-03-01)

LSH-YOLO: A Lightweight Algorithm for Helmet-Wear Detection
by: Zhao Liu, et al.
Published: (2025-08-01)

A Lightweight Method for Road Defect Detection in UAV Remote Sensing Images with Complex Backgrounds and Cross-Scale Fusion
by: Wenya Zhang, et al.
Published: (2025-06-01)

D-YOLO: A Lightweight Model for Strawberry Health Detection
by: Enhui Wu, et al.
Published: (2025-03-01)

LEAD-YOLO: A Lightweight and Accurate Network for Small Object Detection in Autonomous Driving
by: Yunchuan Yang, et al.
Published: (2025-08-01)

OTB-YOLO: An Enhanced Lightweight YOLO Architecture for UAV-Based Maize Tassel Detection
by: Yu Han, et al.
Published: (2025-08-01)

Nav-YOLO: A Lightweight and Efficient Object Detection Model for Real-Time Indoor Navigation on Mobile Platforms
by: Cheng Su, et al.
Published: (2025-09-01)

MS-YOLO: A Lightweight and High-Precision YOLO Model for Drowning Detection
by: Qi Song, et al.
Published: (2024-10-01)

EBR-YOLO: A Lightweight Detection Method for Non-Motorized Vehicles Based on Drone Aerial Images
by: Meijia Zhou, et al.
Published: (2025-01-01)

OMB-YOLO-tiny: A Lightweight Detection Model for Damaged <i>Pleurotus ostreatus</i> Based on Enhanced YOLOv8n
by: Lei Shi, et al.
Published: (2025-06-01)

CM-YOLOv8: Lightweight YOLO for Coal Mine Fully Mechanized Mining Face
by: Yingbo Fan, et al.
Published: (2024-03-01)

Lightweight Small Object Detection Algorithm for Aerial Photography Based on Improved YOLOv8n: PECS-YOLO
by: WANG Shumeng, XU Huiying, ZHU Xinzhong, HUANG Xiao, SONG Jie, LI Yi
Published: (2025-09-01)

YOLO v7-CS: A YOLO v7-Based Model for Lightweight Bayberry Target Detection Count
by: Shuo Li, et al.
Published: (2023-11-01)

LightSeek-YOLO: A Lightweight Architecture for Real-Time Trapped Victim Detection in Disaster Scenarios
by: Xiaowen Tian, et al.
Published: (2025-10-01)

Research on a Lightweight PCB Detection Algorithm Based on AE-YOLO
by: Yuanyuan Wang, et al.
Published: (2024-01-01)

MDP-YOLO: A LIGHTWEIGHT YOLOV5S ALGORITHM FOR MULTI-SCALE PEST DETECTION
by: Jianghua Yu, et al.
Published: (2023-12-01)

LBT-YOLO: A Lightweight Road Targeting Algorithm Based on Task Aligned Dynamic Detection Heads
by: Pei Tang, et al.
Published: (2024-01-01)

Research and implementation of intelligent terminal lightweight face recognition system
by: Guo-jun MA, et al.
Published: (2015-11-01)

Research and implementation of intelligent terminal lightweight face recognition system
by: Guo-jun MA, et al.
Published: (2015-11-01)

RADNet: Adaptive Spatial-Dilation Learning for Efficient Road Crack Detection
by: Kehao Du, et al.
Published: (2025-01-01)

MTS-YOLO: A Multi-Task Lightweight and Efficient Model for Tomato Fruit Bunch Maturity and Stem Detection
by: Maonian Wu, et al.
Published: (2024-09-01)

FFG-YOLO: Improved YOLOv8 for Target Detection of Lightweight Unmanned Aerial Vehicles
by: Tongxu Wang, et al.
Published: (2025-08-01)

YOLOv8n-SMMP: A Lightweight YOLO Forest Fire Detection Model
by: Nianzu Zhou, et al.
Published: (2025-05-01)

Road Damage Detection Using Yolov9-Based Imagery
by: Febrian Akbar Azhari, et al.
Published: (2025-05-01)

EMG-YOLO: road crack detection algorithm for edge computing devices
by: Yan Xing, et al.
Published: (2024-07-01)

YOLO-SSFA: A Lightweight Real-Time Infrared Detection Method for Small Targets
by: Yuchi Wang, et al.
Published: (2025-07-01)

YOLO-SCA: A Lightweight Potato Bud Eye Detection Method Based on the Improved YOLOv5s Algorithm
by: Qing Zhao, et al.
Published: (2025-10-01)

A Lightweight YOLO Model for Rice Panicle Detection in Fields Based on UAV Aerial Images
by: Zixuan Song, et al.
Published: (2024-12-01)