Published 2021
Efficient attention-based deep encoder and decoder for automatic crack segmentation293 citations to this work.
Adoption evidence
Illustrative imagePhoto: Cầu Đường Việt Nam on Pexels 
Classified public GitHub repositories19Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations51Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence 
Verified Hugging Face artifacts9Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence
Vertical evidence
Albumentations evidence in Infrastructure
Construction, transport infrastructure, structural damage, and civil inspection.
This page keeps broad public-source counts distinct from the named records below. They describe public evidence, not companies, customers, production deployments, or commercial licenses.
Classified public GitHub repositories19Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations51Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Verified Hugging Face artifacts9Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence Named public records
Inspect the evidence itself
These records are curated examples from the detailed snapshot. Their count can be lower than the broader source count above because the sources are collected and refreshed independently.
Research citations
A citation establishes research use or discovery. It does not by itself prove a dependency, deployment, endorsement, or commercial license.
51
View 51 named public recordsExpandCollapse
Published 2020
Road Damage Detection and Classification with Detectron2 and Faster R-CNN163 citations to this work.
Published 2022
Asphalt pavement fatigue crack severity classification by infrared thermography and deep learning79 citations to this work.
Published 2023
A Convolutional-Transformer Network for Crack Segmentation with Boundary Awareness70 citations to this work.
Published 2021
Application of one-stage instance segmentation with weather conditions in surveillance cameras at construction sites45 citations to this work.
Published 2023
BD-SKUNet: Selective-Kernel UNets for Building Damage Assessment in High-Resolution Satellite Images27 citations to this work.
Published 2024
Robust object detection in extreme construction conditions23 citations to this work.
Published 2023
UAV-Based Image and LiDAR Fusion for Pavement Crack Segmentation23 citations to this work.
Published 2023
Weakly-Supervised Crack Detection22 citations to this work.
Published 2022
Towards Robotic Marble Resin Application: Crack Detection on Marble Using Deep Learning20 citations to this work.
Published 2023
Road damage detection with bounding box and generative adversarial networks based augmentation methods16 citations to this work.
Published 2023
IterLUNet: Deep Learning Architecture for Pixel-Wise Crack Detection in Levee Systems15 citations to this work.
Published 2021
A CNN-Based Length-Aware Cascade Road Damage Detection Approach13 citations to this work.
Published 2023
TrueDeep: A systematic approach of crack detection with less data12 citations to this work.
Published 2024
Random bridge generator as a platform for developing computer vision-based structural inspection algorithms12 citations to this work.
Published 2024
Feasibility of Advanced Reflective Cracking Prediction and Detection for Pavement Management Systems Using Machine Learning and Image Detection10 citations to this work.
Published 2024
Image detection model construction of Apolygus lucorum and Empoasca spp. based on improved YOLOv59 citations to this work.
Published 2023
Accurate Crack Detection Based on Distributed Deep Learning for IoT Environment9 citations to this work.
Published 2022
Pixel-Level Crack Detection in Levee Systems: A Comparative Study7 citations to this work.
Published 2023
Towards rapid and automated vulnerability classification of concrete buildings6 citations to this work.
Published 2024
Personal Protective Equipment Detection in Extreme Construction Conditions5 citations to this work.
Published 2025
Low‐complexity real‐time detection Transformer for identifying bridge vehicle loads5 citations to this work.
Published 2025
A lightweight network for concrete crack detection in complex environments based on cloud-edge collaboration4 citations to this work.
Published 2022
Road Damage Detection for Multiple Countries4 citations to this work.
Published 2023
Active Learning for Imbalanced Civil Infrastructure Data3 citations to this work.
Published 2024
Neural Network Style Transfer of Defects from Concrete to Metal to Improve Monitoring Efficiency2 citations to this work.
Published 2026
A Real-Time Mobile Robotic System for Crack Detection in Construction Using Two-Stage Deep Learning2 citations to this work.
Published 2024
Improving the Accuracy of Road Damage Detectors Using Traditional Augmentations and Object Bounding Box Augmentation2 citations to this work.
Published 2024
Building pose detection for the characterization of reinforced concrete buildings1 citations to this work.
Published 2024
CoreDeep: Improving Crack Detection Algorithms Using Width Stochasticity1 citations to this work.
Published 2025
Crack Detection Based on an Enhanced YOLO Method1 citations to this work.
Published 2023
Deformation.ai: Automatic structural damage detection and measurement for vessel remote inspection1 citations to this work.
Published 2022
Construction of a Repeatable Framework for Prostate Cancer Lesion Binary Semantic Segmentation using Convolutional Neural Networks1 citations to this work.
Published 2026
StyleSPADE: Realistic Image Augmentation for Robust Infrastructure Crack Segmentation via Ensemble Learning1 citations to this work.
Published 2023
Analysis of Thin Carbon Reinforced Concrete Structures through Microtomography and Machine Learning1 citations to this work.
Published 2025
Multichannel Convolutional Networks for Classification and Localization of Construction and Demolition Waste0 citations to this work.
Published 2026
Semantic Segmentation of Structural Damage: A Comparative Study of YOLO11 and Encoder-Decoder Networks0 citations to this work.
Published 2026
Automated Classification of Subsurface Defects in Concrete Structures Using Advanced Machine Learning and IRT Data0 citations to this work.
Published 2025
Data Enhancement-Based Approach to Requirements Specification Dataset Construction0 citations to this work.
Published 2023
Pavement Crack Segmentation Using an Attention-Based Deep Learning Model0 citations to this work.
Published 2025
ULiteCrackNet: An Ultra-Lightweight Crack Segmentation Model Balancing Accuracy and Efficiency with Stable Diffusion–Enhanced Transfer Learning0 citations to this work.
Published 2026
Combining confocal microscopy and deep learning for concrete microstructure analysis0 citations to this work.
Published 2025
MDMCS: A Benchmark Data Set for Multidamage Monitoring of Concrete Structures0 citations to this work.
Published 2025
Deep learning approach for detailed block pavement distress segmentation0 citations to this work.
Published 2026
License Plate Image Reconstruction: Experimental Evaluation with a Focus on Dataset Construction0 citations to this work.
Published 2024
The Using of Artificial Neural Networks for Reinforced Concrete Structures Condition Monitoring0 citations to this work.
Published 2025
SkeySpot: Automating Service Key Detection for Digital Electrical Layout Plans in the Construction Industry0 citations to this work.
Published 2026
Data-Centric Multimodal Pavement Distress Detection Using Intensity–Range Imagery0 citations to this work.
Published 2024
A Lightweight Network for Concrete Structure Crack Detection in Complex Environments Based on Cloud-Edge Collaboration0 citations to this work.
Published 2026
CPT-Seg: A Crack Pattern Transfer-Enhanced Two-Stage Transfer Learning Framework for Generalizable Crack Segmentation0 citations to this work.
Published 2026
A Digital Twin Framework for Traffic-Aware UAV Pavement Monitoring in Open-Traffic Conditions0 citations to this work.
Verified Hugging Face artifacts
Each record has public code-use or runtime-dependency evidence. Reference-only cards are not shown here.
9
View 9 named public recordsExpandCollapse
Verified runtime dependency · Hugging Face space
Adib2210011/crack-detection-vit0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
ALI-ezz/lfg0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Aurel-test/SegFormer-Model0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Blessing988/Pavement-Evaluation0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
JimSmith007/P9_API-Segformer0 public downloads · dependency manifest in Dockerfile
Verified runtime dependency · Hugging Face space
Lucasyip/uav-construction-road-seg0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Plastuchino/auto-quote-maker0 public downloads · dependency manifest in Dockerfile
Verified runtime dependency · Hugging Face model
raiyanz/diabetic-retinopathy-analysis0 public downloads · card code import in README.md
Verified runtime dependency · Hugging Face space
songxf1024/GIMS0 public downloads · python ast import in gims/utils/dataset.py