Infrastructure
research papers

Albumentations in Infrastructure research

Used in 56 research papers

Construction, transport infrastructure, structural damage, and civil inspection.

Aerial view of cable-stayed bridge construction over a river
Photo: Cầu Đường Việt Nam on Pexels

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Most-cited research papers

Showing the top 56

  1. #1

    Efficient attention-based deep encoder and decoder for automatic crack segmentation

    2021
    307 citations

  2. #2

    Road Damage Detection and Classification with Detectron2 and Faster R-CNN

    2020
    164 citations

  3. #3

    A Convolutional-Transformer Network for Crack Segmentation with Boundary Awareness

    2023
    85 citations

  4. #4

    Asphalt pavement fatigue crack severity classification by infrared thermography and deep learning

    2022
    81 citations

  5. #5

    Application of one-stage instance segmentation with weather conditions in surveillance cameras at construction sites

    2021
    48 citations

  6. #6

    Robust object detection in extreme construction conditions

    2024
    28 citations

  7. #7

    BD-SKUNet: Selective-Kernel UNets for Building Damage Assessment in High-Resolution Satellite Images

    2023
    28 citations

  8. #8

    UAV-Based Image and LiDAR Fusion for Pavement Crack Segmentation

    2023
    27 citations

  9. #9

    Weakly-Supervised Crack Detection

    2023
    23 citations

  10. #10

    Towards Robotic Marble Resin Application: Crack Detection on Marble Using Deep Learning

    2022
    21 citations

  11. #11

    Road damage detection with bounding box and generative adversarial networks based augmentation methods

    2023
    19 citations

  12. #12

    IterLUNet: Deep Learning Architecture for Pixel-Wise Crack Detection in Levee Systems

    2023
    15 citations

  13. #13

    Feasibility of Advanced Reflective Cracking Prediction and Detection for Pavement Management Systems Using Machine Learning and Image Detection

    2024
    13 citations

  14. #14

    Random bridge generator as a platform for developing computer vision-based structural inspection algorithms

    2024
    13 citations

  15. #15

    TrueDeep: A systematic approach of crack detection with less data

    2023
    13 citations

  16. #16

    A CNN-Based Length-Aware Cascade Road Damage Detection Approach

    2021
    13 citations

  17. #17

    Image detection model construction of Apolygus lucorum and Empoasca spp . based on improved YOLOv5

    2024
    12 citations

  18. #18

    Accurate Crack Detection Based on Distributed Deep Learning for IoT Environment

    2023
    10 citations

  19. #19

    Low‐complexity real‐time detection Transformer for identifying bridge vehicle loads

    2025
    8 citations

  20. #20

    Towards rapid and automated vulnerability classification of concrete buildings

    2023
    7 citations

  21. #21

    Pixel-Level Crack Detection in Levee Systems: A Comparative Study

    2022
    7 citations

  22. #22

    A lightweight network for concrete crack detection in complex environments based on cloud-edge collaboration

    2025
    5 citations

  23. #23

    Personal Protective Equipment Detection in Extreme Construction Conditions

    2024
    5 citations

  24. #24

    Road Damage Detection for Multiple Countries

    2022
    4 citations

  25. #25

    Active Learning for Imbalanced Civil Infrastructure Data

    2023
    3 citations

  26. #26

    A Real-Time Mobile Robotic System for Crack Detection in Construction Using Two-Stage Deep Learning

    2026
    2 citations

  27. #27

    StyleSPADE: Realistic Image Augmentation for Robust Infrastructure Crack Segmentation via Ensemble Learning

    2026
    2 citations

  28. #28

    Building pose detection for the characterization of reinforced concrete buildings

    2024
    2 citations

  29. #29

    Improving the Accuracy of Road Damage Detectors Using Traditional Augmentations and Object Bounding Box Augmentation

    2024
    2 citations

  30. #30

    Neural Network Style Transfer of Defects from Concrete to Metal to Improve Monitoring Efficiency

    2024
    2 citations

  31. #31

    Analysis of Thin Carbon Reinforced Concrete Structures through Microtomography and Machine Learning

    2023
    2 citations

  32. #32

    Crack Detection Based on an Enhanced YOLO Method

    2025
    1 citations

  33. #33

    Deep learning approach for detailed block pavement distress segmentation

    2025
    1 citations

  34. #34

    MDMCS: A Benchmark Data Set for Multidamage Monitoring of Concrete Structures

    2025
    1 citations

  35. #35

    CoreDeep: Improving Crack Detection Algorithms Using Width Stochasticity

    2024
    1 citations

  36. #36

    Deformation.ai: Automatic structural damage detection and measurement for vessel remote inspection

    2023
    1 citations

  37. #37

    Construction of a Repeatable Framework for Prostate Cancer Lesion Binary Semantic Segmentation using Convolutional Neural Networks

    2022
    1 citations

  38. #38

    A Digital Twin Framework for Traffic-Aware UAV Pavement Monitoring in Open-Traffic Conditions

    2026
    0 citations

  39. #39

    A lightweight transformer-based multi-scale feature fusion network for fine-grained structural surface crack segmentation

    2026
    0 citations

  40. #40

    Assessing the Domain Gap Between Public Crack Datasets and UAV Imagery for Deep Learning-Based Crack Segmentation

    2026
    0 citations

  41. #41

    Automated Classification of Subsurface Defects in Concrete Structures Using Advanced Machine Learning and IRT Data

    2026
    0 citations

  42. #42

    Combining confocal microscopy and deep learning for concrete microstructure analysis

    2026
    0 citations

  43. #43

    CPT-Seg: A Crack Pattern Transfer-Enhanced Two-Stage Transfer Learning Framework for Generalizable Crack Segmentation

    2026
    0 citations

  44. #44

    Data-Centric Multimodal Pavement Distress Detection Using Intensity–Range Imagery

    2026
    0 citations

  45. #45

    Directional multi-scale CNN-transformer hybrid network for robust crack segmentation

    2026
    0 citations

  46. #46

    ESD-RTDETR: A lightweight safety detection model for complex construction site environments

    2026
    0 citations

  47. #47

    License Plate Image Reconstruction: Experimental Evaluation with a Focus on Dataset Construction

    2026
    0 citations

  48. #48

    Semantic Segmentation of Structural Damage: A Comparative Study of YOLO11 and Encoder-Decoder Networks

    2026
    0 citations

  49. #49

    UAV-based Visual-LiDAR fusion method for concrete surface defect detection and 3D localization

    2026
    0 citations

  50. #50

    ULiteCrackNet: An ultra-lightweight crack segmentation model balancing accuracy and efficiency with stable diffusion–enhanced transfer learning

    2026
    0 citations

  51. #51

    Data Enhancement-Based Approach to Requirements Specification Dataset Construction

    2025
    0 citations

  52. #52

    Multichannel Convolutional Networks for Classification and Localization of Construction and Demolition Waste

    2025
    0 citations

  53. #53

    SkeySpot: Automating Service Key Detection for Digital Electrical Layout Plans in the Construction Industry

    2025
    0 citations

  54. #54

    A Lightweight Network for Concrete Structure Crack Detection in Complex Environments Based on Cloud-Edge Collaboration

    2024
    0 citations

  55. #55

    The Using of Artificial Neural Networks for Reinforced Concrete Structures Condition Monitoring

    2024
    0 citations

  56. #56

    Pavement Crack Segmentation Using an Attention-Based Deep Learning Model

    2023
    0 citations