Image: Kaggle competition pageKaggle · 2019
Severstal: Steel Defect Detection
Can you detect and classify defects in steel?
- Placements
- 4
- Teams
- 2,427
- Prize pool
- $120,000
Adoption evidence
Illustrative imagePhoto: Freek Wolsink on Pexels 
Classified public GitHub repositories97Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations64Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records1Released-package competition records tagged to this vertical.View evidence 
Verified Hugging Face artifacts6Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence
Vertical evidence
Albumentations evidence in Industrial and manufacturing
Manufacturing, quality inspection, defect detection, and industrial anomaly detection.
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 repositories97Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations64Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records1Released-package competition records tagged to this vertical.View evidence Verified Hugging Face artifacts6Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence ML competitions
Winning solutions in Industrial and manufacturing
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Image: Kaggle competition pageNamed public records
Inspect the evidence itself
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Exact public-code imports
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2
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Import in source
aws-samples/amazon-sagemaker-edge-defect-detection-computer-visionWorkshop showcasing how to run defect detection using computer vision at the edge with Amazon SageMaker
Import in source
awslabs/sagemaker-defect-detectionDetect Defects in Products from their Images using Amazon SageMaker
Research citations
A citation establishes research use or discovery. It does not by itself prove a dependency, deployment, endorsement, or commercial license.
64
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Published 2022
Anomalib: A Deep Learning Library for Anomaly Detection132 citations to this work.
Published 2021
Defect detection in welding radiographic images based on semantic segmentation methods121 citations to this work.
Published 2022
IRT-GAN: A generative adversarial network with a multi-headed fusion strategy for automated defect detection in composites using infrared thermography56 citations to this work.
Published 2023
Deep learning with visual explanations for leakage defect segmentation of metro shield tunnel53 citations to this work.
Published 2024
GDALR: Global Dual Attention and Local Representations in transformer for surface defect detection41 citations to this work.
Published 2024
Insulator defect detection under extreme weather based on synthetic weather algorithm and improved YOLOv735 citations to this work.
Published 2023
PreAugNet: improve data augmentation for industrial defect classification with small-scale training data34 citations to this work.
Published 2020
Two-Stream Convolutional Neural Network Based on Gradient Image for Aluminum Profile Surface Defects Classification and Recognition32 citations to this work.
Published 2023
Metal Surface Defect Detection Method Based on Improved Cascade R-CNN32 citations to this work.
Published 2024
An efficient detector for detecting surface defects on cold-rolled steel strips29 citations to this work.
Published 2023
Evaluating the optimised YOLO-based defect detection method for subsurface diagnosis with ground penetrating radar23 citations to this work.
Published 2024
Ceramic tableware surface defect detection based on deep learning22 citations to this work.
Published 2024
Deep-Learning-Based Defect Detection for Light Aircraft With Unmanned Aircraft Systems20 citations to this work.
Published 2024
XEdgeAI: A human-centered industrial inspection framework with data-centric Explainable Edge AI approach18 citations to this work.
Published 2023
Scalable Industrial Visual Anomaly Detection With Partial Semantics Aggregation Vision Transformer17 citations to this work.
Published 2021
Anomaly Detection for In situ Marine Plankton Images15 citations to this work.
Published 2024
Adapting the segment anything model for multi-modal retinal anomaly detection and localization13 citations to this work.
Published 2022
Enhancing Precision with an Ensemble Generative Adversarial Network for Steel Surface Defect Detectors (EnsGAN-SDD)12 citations to this work.
Published 2025
A real–time detection framework for surface defects in ceramic tableware based on deep learning11 citations to this work.
Published 2023
MFNet: A Novel Multilevel Feature Fusion Network With Multibranch Structure for Surface Defect Detection11 citations to this work.
Published 2022
Casting Defect Detection and Classification of Convolutional Neural Network Based on Recursive Attention Model10 citations to this work.
Published 2023
Microstructure quality control of steels using deep learning8 citations to this work.
Published 2025
A YOLO-based substation defect detection model with enhanced feature extraction and fusion7 citations to this work.
Published 2025
YOLOPears: a novel benchmark of YOLO object detectors for multi-class pear surface defect detection in quality grading systems7 citations to this work.
Published 2024
Dmg2Former-AR: Vision Transformers with Adaptive Rescaling for High-Resolution Structural Visual Inspection7 citations to this work.
Published 2024
DRI-Net: a model for insulator defect detection on transmission lines in rainy backgrounds6 citations to this work.
Published 2021
Defect Detection of Metal Nuts Applying Convolutional Neural Networks6 citations to this work.
Published 2025
Flame monitoring and anomaly detection in steel reheating furnaces based on thermal video using a hybrid AI computer vision system5 citations to this work.
Published 2021
Multi-Stream Deep Convolutional Neural Network for PET Preform Surface Defects Detection and Classification5 citations to this work.
Published 2023
Radiomics-Based Quality Control System for Automatic Cardiac Segmentation: A Feasibility Study5 citations to this work.
Published 2024
Automating quality control in cardiac magnetic resonance: Artificial intelligence for discriminative assessment of planning and motion artifacts and real-time reacquisition guidance4 citations to this work.
Published 2025
Fastener anomaly detection for industrial assembly scenarios based on few-shot fine-grained component segmentation4 citations to this work.
Published 2023
Automated Printed Circuit Board Inspection: Incorporating YOLOv8 for Efficient Defect Detection4 citations to this work.
Published 2024
Fabric Defects Detection Using YOLOv83 citations to this work.
Published 2025
Chemical servoing with hexapod robot for gas source localization and YOLO-based visual defect detection3 citations to this work.
Published 2025
AutoIAD: Manager-Driven Multi-Agent Collaboration for Automated Industrial Anomaly Detection3 citations to this work.
Published 2023
Surface Defect Detection with Limited Training Data: A Case Study on Crown Wheel Surface Inspection2 citations to this work.
Published 2025
Studying the performance of YOLOv11 incorporating DHSA BRA and PPA modules in railway track fasteners defect detection2 citations to this work.
Published 2025
Front-end feature extraction module and dynamic detection head for PCB defect detection2 citations to this work.
Published 2023
AI Machine Vision System for Wafer Defect Detection2 citations to this work.
Published 2025
Laser beam weld defect detection by image enhancement using focused super resolution with self attention single candidate optimizer and generative adversarial networks1 citations to this work.
Published 2026
Visual Weld Quality Inspection System for Identifying Defects in GMAW Joints with Semantic Segmentation on Pre-trained Models1 citations to this work.
Published 2026
A lightweight steel surface defect detection model for automotive manufacturing production lines1 citations to this work.
Published 2024
Extending Asset Lifespan Through Data Augmentation-Assisted Quality Control1 citations to this work.
Published 2026
Optimised path planning and environment-adaptive defect detection for wind turbine blades based on improved ant colony algorithm and EP-YOLOv12n1 citations to this work.
Published 2024
Enabling Efficient Royal Quinoa Quality Inspection via Mobile-based Foreign Body Detection1 citations to this work.
Published 2025
Improved YOLOv8-based defect detection model for hot rolled strip steel1 citations to this work.
Published 2025
Optimizing Defect Detection on Glossy and Curved Surfaces Using Deep Learning and Advanced Imaging Systems1 citations to this work.
Published 2026
Real-Time Defect Detection: A Lightweight Deep Learning Framework for Industrial Applications0 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 2026
SAHI-Enhanced YOLOv11 with Dual-Stage Label Fusion for Intelligent Weld Defect Detection in X-Ray Radiographs0 citations to this work.
Published 2025
From out-of-distribution detection to quality control0 citations to this work.
Published 2026
Context-aware defect sample generation using conditional diffusion model for surface defect inspection0 citations to this work.
Published 2025
Implementation of knowledge distillation for onboard defect detection on an Unmanned Aircraft System for light aircraft general visual inspections0 citations to this work.
Published 2026
You Only Look Once (YOLO): A comprehensive review of its evolution and applications in electronic component defect detection0 citations to this work.
Published 2022
Research on High speed and high precision visual detection Method for Surface defects of photovoltaic cells0 citations to this work.
Published 2026
A Few-Shot Transfer-Learning Approach for Industrial Defect Detection Using YOLOv120 citations to this work.
Published 2025
FabriXNet: An Explainable AI Framework for Automated Fabric Defect Detection and Quality Inspection0 citations to this work.
Published 2023
Defect Classification for Integrated Circuits Contamination on Land Grid Arrays0 citations to this work.
Published 2024
A Visual-Based Inspection System for Appearance Quality of Silicon Steel Sheets by Dimensional Measurement and Defect Detection0 citations to this work.
Published 2026
BrainOrg-QC: Automated Morphological Quality Control of Cerebral Organoids0 citations to this work.
Published 2020
Segmentation and Defect Classification of the Power Line Insulators: A Deep Learning-based Approach0 citations to this work.
Published 2024
Addressing Data Imbalance via Image Augmentation for Automated Quality Inspection in Steel Production0 citations to this work.
Published 2025
Cgc-YOLO: A New Detection Model for Defect Detection of Tea Tree Seeds0 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.
6
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Verified runtime dependency · Hugging Face space
aaburakhia/steel-defect-detection0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Balaji1765/steel-defect-detection0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
gphua1/rklb_materials_deploy0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
KyoritsuNMAMIT/Breaker_Spec_verification0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
rishabkjha/steel-defect-backend0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face model
therealestcoder/paint_defect_detector0 public downloads · dependency manifest in requirements.txt