Alternativer Identifier:
(KITopen-DOI) 10.5445/IR/1000133819
Verwandter Identifier:
-
Ersteller/in:
Schlagenhauf, Tobias [Schlagenhauf, Tobias]
Beitragende:
-
Titel:
Ball Screw Drive Surface Defect Dataset for Classification
Weitere Titel:
-
Beschreibung:
(Abstract) The dataset contains of 21835 150x150 Pixel RGB images of the surface of Ball Screw Drives. 11075 of these images are images without surface defects whereas the rest shows images with surface defects in form of so called pittings. So the dataset is evenly split over the classes. Pittings result from surface disruption and can ultimately lead to the breakdown of the component. To keep the availability of machines high it is important to find surface defects in time. The here presented dataset gives researchers and practitioners the possibility to train and test models for the classification of surface defects on machine tool elements.
(Technical Remarks) Images including *_ in the name are rotated by 90°. This originates from the process of image acquisition and does not harm the quality of the dataset but can be seen as a data augmentation technique. This can be reversed. Images with "N" in the file name are images without defect whereas images with "P" in the file name are images showing Pittings.
Schlagworte:
Condition Monitoring
Surface Inspection
Dataset
Machine Learning
Classification
Mechanical Engineering
Zugehörige Informationen:
-
Sprache:
-
Erstellungsjahr:
Fachgebiet:
Engineering
Objekttyp:
Dataset
Datenquelle:
-
Verwendete Software:
-
Datenverarbeitung:
-
Erscheinungsjahr:
Rechteinhaber/in:
Schlagenhauf, Tobias
Förderung:
-
Name Speichervolumen Metadaten Upload Aktion

Zugriffe der letzten sechs Monate

Aufrufe der Datenpaket-Seite

643


Downloads des Datenpakets

211


Gesamtstatistik

Zeitraum Aufrufe der Datenpaket-Seite Datenpaket heruntergeladen
Sept. 2024 19 6
Aug. 2024 119 12
Juli 2024 111 47
Juni 2024 122 17
Mai 2024 135 100
Apr. 2024 137 29
Vorher 760 172
Gesamt 1403 383
Status:
Publiziert
Eingestellt von:
kitopen
Erstellt am:
Archivierungsdatum:
2023-06-23
Archivgröße:
685,9 MB
Archiversteller:
kitopen
Archiv-Prüfsumme:
68631d160b7780c8dee415faa3d111f3 (MD5)
Ende des Embargo-Zeitraums:
-