Industrial and manufacturing
research papers

Albumentations in Industrial and manufacturing research

Used in 69 research papers

Manufacturing, quality inspection, defect detection, and industrial anomaly detection.

Industrial robotic arm operating on a modern production line
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Most-cited research papers

Showing the top 69

  1. #1

    Anomalib: A Deep Learning Library for Anomaly Detection

    2022
    151 citations

  2. #2

    Defect detection in welding radiographic images based on semantic segmentation methods

    2021
    126 citations

  3. #3

    IRT-GAN: A generative adversarial network with a multi-headed fusion strategy for automated defect detection in composites using infrared thermography

    2022
    61 citations

  4. #4

    Deep learning with visual explanations for leakage defect segmentation of metro shield tunnel

    2023
    60 citations

  5. #5

    GDALR: Global Dual Attention and Local Representations in transformer for surface defect detection

    2024
    46 citations

  6. #6

    Insulator defect detection under extreme weather based on synthetic weather algorithm and improved YOLOv7

    2024
    43 citations

  7. #7

    PreAugNet: improve data augmentation for industrial defect classification with small-scale training data

    2023
    38 citations

  8. #8

    Metal Surface Defect Detection Method Based on Improved Cascade R-CNN

    2023
    36 citations

  9. #9

    Two-Stream Convolutional Neural Network Based on Gradient Image for Aluminum Profile Surface Defects Classification and Recognition

    2020
    32 citations

  10. #10

    An efficient detector for detecting surface defects on cold-rolled steel strips

    2024
    31 citations

  11. #11

    Ceramic tableware surface defect detection based on deep learning

    2024
    25 citations

  12. #12

    Evaluating the optimised YOLO-based defect detection method for subsurface diagnosis with ground penetrating radar

    2023
    25 citations

  13. #13

    Deep-Learning-Based Defect Detection for Light Aircraft With Unmanned Aircraft Systems

    2024
    22 citations

  14. #14

    XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach

    2024
    22 citations

  15. #15

    Scalable Industrial Visual Anomaly Detection With Partial Semantics Aggregation Vision Transformer

    2023
    20 citations

  16. #16

    Anomaly Detection for In situ Marine Plankton Images

    2021
    19 citations

  17. #17

    A real–time detection framework for surface defects in ceramic tableware based on deep learning

    2025
    16 citations

  18. #18

    Segmentation and Defect Classification of the Power Line Insulators: A Deep Learning-based Approach

    2020
    15 citations

  19. #19

    Adapting the segment anything model for multi-modal retinal anomaly detection and localization

    2024
    13 citations

  20. #20

    YOLOPears: a novel benchmark of YOLO object detectors for multi-class pear surface defect detection in quality grading systems

    2025
    12 citations

  21. #21

    MFNet: A Novel Multilevel Feature Fusion Network With Multibranch Structure for Surface Defect Detection

    2023
    12 citations

  22. #22

    Enhancing Precision with an Ensemble Generative Adversarial Network for Steel Surface Defect Detectors (EnsGAN-SDD)

    2022
    12 citations

  23. #23

    Casting Defect Detection and Classification of Convolutional Neural Network Based on Recursive Attention Model

    2022
    10 citations

  24. #24

    A YOLO-based substation defect detection model with enhanced feature extraction and fusion

    2025
    9 citations

  25. #25

    DRI-Net: a model for insulator defect detection on transmission lines in rainy backgrounds

    2024
    9 citations

  26. #26

    Flame monitoring and anomaly detection in steel reheating furnaces based on thermal video using a hybrid AI computer vision system

    2025
    8 citations

  27. #27

    Microstructure quality control of steels using deep learning

    2023
    8 citations

  28. #28

    Dmg2Former-AR: Vision Transformers with Adaptive Rescaling for High-Resolution Structural Visual Inspection

    2024
    7 citations

  29. #29

    Multi-Stream Deep Convolutional Neural Network for PET Preform Surface Defects Detection and Classification

    2021
    7 citations

  30. #30

    Defect Detection of Metal Nuts Applying Convolutional Neural Networks

    2021
    6 citations

  31. #31

    Visual Weld Quality Inspection System for Identifying Defects in GMAW Joints with Semantic Segmentation on Pre-trained Models

    2026
    5 citations

  32. #32

    Automating quality control in cardiac magnetic resonance: Artificial intelligence for discriminative assessment of planning and motion artifacts and real-time reacquisition guidance

    2024
    5 citations

  33. #33

    Radiomics-Based Quality Control System for Automatic Cardiac Segmentation: A Feasibility Study

    2023
    5 citations

  34. #34

    Fastener anomaly detection for industrial assembly scenarios based on few-shot fine-grained component segmentation

    2025
    4 citations

  35. #35

    Automated Printed Circuit Board Inspection: Incorporating YOLOv8 for Efficient Defect Detection

    2023
    4 citations

  36. #36

    Optimised path planning and environment-adaptive defect detection for wind turbine blades based on improved ant colony algorithm and EP-YOLOv12n

    2026
    3 citations

  37. #37

    AutoIAD: Manager-Driven Multi-Agent Collaboration for Automated Industrial Anomaly Detection

    2025
    3 citations

  38. #38

    Chemical servoing with hexapod robot for gas source localization and YOLO-based visual defect detection

    2025
    3 citations

  39. #39

    Studying the performance of YOLOv11 incorporating DHSA BRA and PPA modules in railway track fasteners defect detection

    2025
    3 citations

  40. #40

    Fabric Defects Detection Using YOLOv8

    2024
    3 citations

  41. #41

    Surface Defect Detection with Limited Training Data: A Case Study on Crown Wheel Surface Inspection

    2023
    3 citations

  42. #42

    A lightweight steel surface defect detection model for automotive manufacturing production lines

    2026
    2 citations

  43. #43

    Front-end feature extraction module and dynamic detection head for PCB defect detection

    2025
    2 citations

  44. #44

    Implementation of knowledge distillation for onboard defect detection on an Unmanned Aircraft System for light aircraft general visual inspections

    2025
    2 citations

  45. #45

    Extending Asset Lifespan Through Data Augmentation-Assisted Quality Control

    2024
    2 citations

  46. #46

    AI Machine Vision System for Wafer Defect Detection

    2023
    2 citations

  47. #47

    Cgc-YOLO: A New Detection Model for Defect Detection of Tea Tree Seeds

    2025
    1 citations

  48. #48

    Improved YOLOv8-based defect detection model for hot rolled strip steel

    2025
    1 citations

  49. #49

    Laser beam weld defect detection by image enhancement using focused super resolution with self attention single candidate optimizer and generative adversarial networks

    2025
    1 citations

  50. #50

    Optimizing Defect Detection on Glossy and Curved Surfaces Using Deep Learning and Advanced Imaging Systems

    2025
    1 citations

  51. #51

    Addressing Data Imbalance via Image Augmentation for Automated Quality Inspection in Steel Production

    2024
    1 citations

  52. #52

    Enabling Efficient Royal Quinoa Quality Inspection via Mobile-based Foreign Body Detection

    2024
    1 citations

  53. #53

    A Few-Shot Transfer-Learning Approach for Industrial Defect Detection Using YOLOv12

    2026
    0 citations

  54. #54

    A multi-weather-adapted object detection network for insulator defect detection

    2026
    0 citations

  55. #55

    A novel attention-guided inspection approach for minute industrial surface defect based on separate adaptive data augmentation

    2026
    0 citations

  56. #56

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

    2026
    0 citations

  57. #57

    BrainOrg-QC: Automated Morphological Quality Control of Cerebral Organoids

    2026
    0 citations

  58. #58

    Context-aware defect sample generation using conditional diffusion model for surface defect inspection

    2026
    0 citations

  59. #59

    Real-Time Defect Detection: A Lightweight Deep Learning Framework for Industrial Applications

    2026
    0 citations

  60. #60

    SAHI-Enhanced YOLOv11 with Dual-Stage Label Fusion for Intelligent Weld Defect Detection in X-Ray Radiographs

    2026
    0 citations

  61. #61

    TEEP-RCNN: Texture-Enhanced Edge-aware Perception for Steel Surface Defect Detection via Improved Convolutional Block Attention in Faster R-CNN

    2026
    0 citations

  62. #62

    TinyAtt-YOLO: A Window-Hierarchical Collaborative Attention Framework for PCB Tiny Defect Detection

    2026
    0 citations

  63. #63

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

    2026
    0 citations

  64. #64

    You Only Look Once (YOLO): A comprehensive review of its evolution and applications in electronic component defect detection

    2026
    0 citations

  65. #65

    FabriXNet: An Explainable AI Framework for Automated Fabric Defect Detection and Quality Inspection

    2025
    0 citations

  66. #66

    From out-of-distribution detection to quality control

    2025
    0 citations

  67. #67

    A Visual-Based Inspection System for Appearance Quality of Silicon Steel Sheets by Dimensional Measurement and Defect Detection

    2024
    0 citations

  68. #68

    Defect Classification for Integrated Circuits Contamination on Land Grid Arrays

    2023
    0 citations

  69. #69

    Research on High speed and high precision visual detection Method for Surface defects of photovoltaic cells

    2022
    0 citations