Tiny‐Crack‐Net: A multiscale feature fusion network with attention mechanisms for segmentation of tiny cracks

Computer Vision-Based Bridge Damage Detection Using Deep Convolutional Networks with Expectation Maximum Attention Module

(2021) Wenting Qiao et al.   SENSORS

Proactive proximity monitoring with instance segmentation and unmanned aerial vehicle‐acquired video‐frame prediction

(2021) Seongdeok Bang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Mixed pooling and richer attention feature fusion for crack detection

(2021) Qiang Zhou et al.   PATTERN RECOGNITION LETTERS

Semi-supervised learning with GAN for automatic defect detection from images

(2021) Gaowei Zhang et al.   AUTOMATION IN CONSTRUCTION

Balanced semisupervised generative adversarial network for damage assessment from low‐data imbalanced‐class regime

(2021) Yuqing Gao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A review on the attention mechanism of deep learning

(2021) Zhaoyang Niu et al.   NEUROCOMPUTING

Structural crack detection using deep convolutional neural networks

(2021) Raza Ali et al.   AUTOMATION IN CONSTRUCTION

Automated crack segmentation in close-range building façade inspection images using deep learning techniques

(2021) Kaiwen Chen et al.   Journal of Building Engineering

Automatic detection method of cracks from concrete surface imagery using two‐step light gradient boosting machine

(2020) Pang‐jo Chun et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Automated crack evaluation of a high-rise bridge pier using a ring-type climbing robot

(2020) Keunyoung Jang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A convolution-based distance measure for fuzzy singletons and its application in a pattern recognition problem

(2020) Rodrigo Naranjo et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Region-Based CNN Method with Deformable Modules for Visually Classifying Concrete Cracks

(2020) Lu Deng et al.   Applied Sciences-Basel

Façade defects classification from imbalanced dataset using meta learning‐based convolutional neural network

(2020) Jingjing Guo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Shallow buried improvised explosive device detection via convolutional neural networks

(2020) Simon Colreavy-Donnelly et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Pruning Convolutional Neural Networks with an Attention Mechanism for Remote Sensing Image Classification

(2020) Shuo Zhang et al.   Electronics

Automated pavement crack detection and segmentation based on two‐step convolutional neural network

(2020) Jingwei Liu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Semi‐supervised learning based on convolutional neural network and uncertainty filter for façade defects classification

(2020) Jingjing Guo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Machine Learning for Crack Detection: Review and Model Performance Comparison

(2020) Yung-An Hsieh et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Automated crack assessment and quantitative growth monitoring

(2020) Si‐Yu Kong et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Automatic pixel-level multiple damage detection of concrete structure using fully convolutional network

(2019) Shengyuan Li et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

FEMa: a finite element machine for fast learning

(2019) Danilo R. Pereira et al.   NEURAL COMPUTING & APPLICATIONS

Encoder-decoder network for pixel-level road crack detection in black-box images

(2019) Seongdeok Bang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

DeepCrack: A deep hierarchical feature learning architecture for crack segmentation

(2019) Yahui Liu et al.   NEUROCOMPUTING

Bidirectional LSTM with attention mechanism and convolutional layer for text classification

(2019) Gang Liu et al.   NEUROCOMPUTING

A dynamic ensemble learning algorithm for neural networks

(2019) Kazi Md. Rokibul Alam et al.   NEURAL COMPUTING & APPLICATIONS

High-Resolution Aerial Images Semantic Segmentation Using Deep Fully Convolutional Network With Channel Attention Mechanism

(2019) Haifeng Luo et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Real‐time crack assessment using deep neural networks with wall‐climbing unmanned aerial system

(2019) Shang Jiang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Understanding the effective receptive field in semantic image segmentation

(2018) Yongge Liu et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Surface fatigue crack identification in steel box girder of bridges by a deep fusion convolutional neural network based on consumer-grade camera images

(2018) Yang Xu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Automatic Pixel-Level Crack Detection and Measurement Using Fully Convolutional Network

(2018) Xincong Yang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Enhanced probabilistic neural network with local decision circles: A robust classifier

(2018) Mehran Ahmadlou et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A New Neural Dynamic Classification Algorithm

(2017) Mohammad Hossein Rafiei et al.   IEEE Transactions on Neural Networks and Learning Systems

Nondestructive test methods for concrete bridges: A review

(2016) Sardar Kashif Ur Rehman et al.   CONSTRUCTION AND BUILDING MATERIALS

Automatic Road Crack Detection Using Random Structured Forests

(2016) Yong Shi et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Concrete Crack Assessment Using Digital Image Processing and 3D Scene Reconstruction

(2016) Yu-Fei Liu et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Bridge related damage quantification using unmanned aerial vehicle imagery

(2016) A. Ellenberg et al.   Structural Control & Health Monitoring

CrackTree: Automatic crack detection from pavement images

(2011) Qin Zou et al.   PATTERN RECOGNITION LETTERS