A listing of datasets for different industrial inspection tasks, such as defect and anomaly detection on varying surfaces.
Keywords: dataset, industrial surface inspection, defect detection, anomaly detection, automated inspection, surface inspection, computer vision, machine vision, deep Learning, segmentation, classification, saliency
Datasets are intended for academic research only. Cite the original author's work if you use these datasets in your work.
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Industrial Wear Forecasting Dataset 2021
https://github.com/2Obe/BSData -
MVTec Anomaly Detection Dataset (MVTec AD) 2019
https://www.mvtec.com/company/research/datasets/mvtec-ad/ -
Severstal Steel Defect Detection 2019
https://www.kaggle.com/c/severstal-steel-defect-detection -
Textures Classification Dataset 2019
https://github.com/abin24/Textures-Dataset -
Kolektor Surface-Defect Dataset 2019
https://www.vicos.si/resources/kolektorsdd/ and https://www.vicos.si/resources/kolektorsdd2/ -
A concrete crack image dataset for machine learning applications 2018:
https://digitalcommons.usu.edu/all_datasets/48/ -
Insulator Data Set 2018
https://github.com/InsulatorData/InsulatorDataSet -
Defective Solar Cells Dataset 2018
https://github.com/zae-bayern/elpv-dataset -
Magnetic Tile Dataset 2018
https://github.com/abin24/Magnetic-tile-defect-datasets. -
RSDDs Rail Surface Dataset 2017
http://icn.bjtu.edu.cn/Visint/resources/RSDDs.aspx [Inactive] -
Bridge Crack Datatset 2016
https://github.com/Charmve/Surface-Defect-Detection/tree/master/Bridge_Crack_Image -
Road Surface Cracks Dataset 2016
https://github.com/cuilimeng/CrackForest-dataset and https://github.com/Charmve/Surface-Defect-Detection/tree/master/CrackForest -
Kylberg Texture Dataset 2014
https://www.cb.uu.se/~gustaf/texture/ -
NEU Surface Defect Dataset 2013
http://faculty.neu.edu.cn/yunhyan/NEU_surface_defect_database.html
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DAGM 2007
https://hci.iwr.uni-heidelberg.de/content/weakly-supervised-learning-industrial-optical-inspection -
Textures under varying Illumination 2006
https://www.csc.kth.se/cvap/databases/kth-tips/credits.html -
Wood Defect Dataset 2003
http://www.ee.oulu.fi/~olli/Projects/Lumber.Grading.html [Inactive] -
TILDA Textil Dataset 1996
https://lmb.informatik.uni-freiburg.de/resources/datasets/tilda.en.html