Study on GPR Image Restoration for Urban Complex Road Surfaces Using an Improved CycleGAN

Study on GPR Image Restoration for Urban Complex Road Surfaces Using an Improved CycleGAN

In urban road detection using Ground Penetrating Radar (GPR), challenges arise from complex and variable road structures and diversified detection environments. These unstable factors decrease GPR detection signal strength and cause signal shape distortion, negatively affecting detection accuracy. T...

Full description

Saved in:

Bibliographic Details
Main Authors:	Xinxin Huang, Jialin Liu, Feng Yang, Xu Qiao, Liang Gao, Tingyang Fu, Jianshe Zhao
Format:	Article
Language:	English
Published:	MDPI AG 2025-02-01
Series:	Remote Sensing
Subjects:	urban roads surface interference Ground-Penetrating Radar CycleGAN CBAM image restoration
Online Access:	https://www.mdpi.com/2072-4292/17/5/823
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Self-Attention CycleGAN for Unsupervised Image Hazing
by: Hongyin Ni, et al.
Published: (2025-04-01)

Rice Leaf Disease Image Enhancement Based on Improved CycleGAN
by: YAN Congkuan, et al.
Published: (2024-11-01)

An Assessment of the Map-Style Influence on Generalization with CycleGAN: Taking Line Features as an Example
by: Heng Yu, et al.
Published: (2024-11-01)

Development of a Modified CycleGAN Model with Residual Blocks and Perceptual Loss for Image Dehazing
by: Sani Moch Sopian, et al.
Published: (2025-07-01)

Facial expression morphing: enhancing visual fidelity and preserving facial details in CycleGAN-based expression synthesis
by: Chayanon Sub-r-pa, et al.
Published: (2024-10-01)

Coffee plant disease identification with an attentive multi-image segmentation framework (MISF) with CycleGAN
by: Savitri Kulkarni, et al.
Published: (2025-06-01)

Design of an Integrated Model Combining CycleGAN, PPO, and Vision Transformer for Adaptive Scene Rendering in the Metaverse
by: Durga Prasad Kavadi, et al.
Published: (2025-01-01)

Probability Density Function Distance-Based Augmented CycleGAN for Image Domain Translation with Asymmetric Sample Size
by: Lidija Krstanović, et al.
Published: (2025-04-01)

Generating bright-field images of stained tissue slices from Mueller matrix polarimetric images with CycleGAN using unpaired dataset
by: Jiahao Fan, et al.
Published: (2025-03-01)

Low illumination image enhancement algorithm of CycleGAN coal mine based on attention mechanism and Dilated convolution
by: Yuanbin WANG, et al.
Published: (2024-12-01)

Low-Light Image Enhancement Using CycleGAN-Based Near-Infrared Image Generation and Fusion
by: Min-Han Lee, et al.
Published: (2024-12-01)

Multi-Domain Data Integration for Plasma Diagnostics in Semiconductor Manufacturing Using Tri-CycleGAN
by: Minji Kang, et al.
Published: (2024-11-01)

Signal Compensation of Moon Mineralogy Mapper (M3) Under Low-Illumination Conditions Using a CycleGAN-Based Network
by: Rui Ni, et al.
Published: (2025-01-01)

The Lightweight Method of Ground Penetrating Radar (GPR) Hidden Defect Detection Based on SESM-YOLO
by: Yu Yan, et al.
Published: (2025-07-01)

Advancing the Reliability of Future Hydrological Projections in a Snow‐Dominated Alpine Watershed: Integrating Uncertainty Decomposition and CycleGAN Bias Correction
by: Tao Su, et al.
Published: (2025-05-01)

INTERPRETATION OF COAL POTENTION USING GROUND PENETRATING RADAR (GPR) METHOD
by: Rohmatul Wahidah, et al.
Published: (2018-01-01)

Enhancing Negative Film Colorization through Systematic CycleGAN Architectural Modifications: A Comprehensive Analysis of Generator and Discriminator Performance
by: Khaulyca Arva Artemysia Khaulyca, et al.
Published: (2025-06-01)

Automatic Recognition and Segmentation of Overlapped GPR Target Signatures
by: Ren Qiuyang, et al.
Published: (2025-01-01)

GPR Application for Non-Rigid Road Pavement Condition Assessment
by: Batrakov Dmitry O., et al.
Published: (2022-06-01)

Three-Dimensional Reconstruction of Road Structural Defects Using GPR Investigation and Back-Projection Algorithm
by: Lutai Wang, et al.
Published: (2024-12-01)

An Enhanced Cycle Generative Adversarial Network Approach for Nighttime Pineapple Detection of Automated Harvesting Robots
by: Fengyun Wu, et al.
Published: (2024-12-01)

Lane Detection Based on CycleGAN and Feature Fusion in Challenging Scenes
by: Eric Hsueh-Chan Lu, et al.
Published: (2025-01-01)

WGAN-GP-Based Conditional GAN (cGAN) With Extreme Critic for Precipitation Downscaling in a Key Agricultural Region of the Northeastern U.S.
by: Jangho Lee, et al.
Published: (2025-01-01)

The Optimization of Illustration Design in Cultural and Creative Products for Liaoning Region Under Intelligent Generative Adversarial Network
by: Minghui Niu, et al.
Published: (2025-01-01)

Multi-label classification with deep learning techniques applied to the B-Scan images of GPR
by: El Karakhi, Soukayna, et al.
Published: (2024-09-01)

Defect Recognition: Applying Time-Lapse GPR Measurements and Numerical Approaches
by: Enas Abdelsamei, et al.
Published: (2025-01-01)

Evaluation of GPR capabilities in the study of seismogenic faulting and deformation in the bottom sediments of Lake Upoloksha (northeast of the Fennoscandian shield)
by: A. I. Rodionov, et al.
Published: (2018-12-01)

Clustering approach for crack detection in GPR data: Influence of infilling material on detectability
by: Mercedes Solla, et al.
Published: (2025-07-01)

Enhancing Ground Penetrating Radar (GPR) Data Analysis Utilizing Machine Learning
by: Mohanad Shehab, et al.
Published: (2025-05-01)

Subspace Projection Attention Network for GPR Heterogeneous Clutter Removal
by: Yanjie Cao, et al.
Published: (2024-01-01)

Late Quarternary displacements along the Sarma segment of the Primorsky fault based on gpr survey data (Baikal rift)
by: I. A. Denisenko, et al.
Published: (2020-09-01)

Cross modality medical image synthesis for improving liver segmentation
by: Muhammad Rafiq, et al.
Published: (2025-12-01)

URDD: An open dataset for urban roadway disease detection and classificationMendeley Data
by: Shuaiqi Liu, et al.
Published: (2025-06-01)

ARUC-GAN: A CycleGAN-Based Attention Residual U-Net for Low-Dose CT Denoising in Smart Healthcare
by: Mohammad Mansour, et al.
Published: (2025-01-01)

An NSCT-Based Multifrequency GPR Data-Fusion Method for Concealed Damage Detection
by: Junfang Wang, et al.
Published: (2024-08-01)

Revealing the past of Ginah archaeological site by enhancing GPR images to understand ancient periods at Kharga Oasis, Egypt
by: Mohamed Osman Ebraheem, et al.
Published: (2025-07-01)

Exploring the utility of GPR to document the explosive history of old (> 100 ka) scoria cones
by: Leah Courtland, et al.
Published: (2025-06-01)

Experience of using low- and medium-frequency ground penetrating radars to study the internal structure of a glacier and the bedrock topography in the Schirmacher Oasis area, East Antarctica
by: Marina P. Kashkevich, et al.
Published: (2025-07-01)

Three-Dimensional Imaging of High-Contrast Subsurface Anomalies: Composite Model-Constrained Dual-Parameter Full-Waveform Inversion for GPR
by: Siyuan Ding, et al.
Published: (2025-07-01)

OEM-HWNet: A Prior Knowledge-Guided Network for Pavement Interlayer Distress Detection Based on Computer Vision Using GPR
by: Congde Lu, et al.
Published: (2025-04-01)