A listing of datasets for different industrial inspection tasks, such as defect and anomaly detection on varying surfaces. Datasets are intended for academic research only. Links are to original author's pages, cite their work if you use these datasets in your work.
Keywords: dataset, industrial surface inspection, defect detection, anomaly detection, automated inspection, surface inspection, computer vision, machine vision, deep Learning, segmentation, classification, saliency
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MVTec Anomaly Detection Dataset (MVTec AD) 2019
https://www.mvtec.com/company/research/datasets/mvtec-ad/ -
Textures Classification Dataset 2019
https://github.com/abin24/Textures-Dataset -
Kolektor Surface-Defect Dataset 2019
https://www.vicos.si/Downloads/KolektorSDD -
Bridge Crack Datatset 2019
https://github.com/maweifei/Bridge_Crack_Image_Data -
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] -
Road Surface Cracks Dataset 2016
https://github.com/cuilimeng/CrackForest-dataset -
NEU Surface Defect Dataset 2013
http://faculty.neu.edu.cn/yunhyan/NEU_surface_defect_database.html
Link to dataset can be found in the following pdf document
https://github.com/abin24/Surface-Inspection-defect-detection-dataset/blob/master/NEU_surface_defect_database.pdf -
Wood Defect Dataset 2003
http://www.ee.oulu.fi/~olli/Projects/Lumber.Grading.html -
TILDA Textil Dataset 1996
https://lmb.informatik.uni-freiburg.de/resources/datasets/tilda.en.html