15-Jan-2024 Image https://fordatis.fraunhofer.de/handle/fordatis/363.2
http://dx.doi.org/10.24406/fordatis/305.2

VIADUCT: Multisector data set for Visual Industrial Anomaly Detection

Lehr, Jan (Fraunhofer-Institut für Produktionsanlagen und Konstruktionstechnik IPK); Philipps, Jan  ; Sargsyan, Alik  ; Botschen, Maximilian (Fraunhofer-Institut für Produktionsanlagen und Konstruktionstechnik IPK); Gevorgyan, Shoghik  ; Paust, Anna-Maria (Fraunhofer-Institut für Produktionsanlagen und Konstruktionstechnik IPK); Pape, Martin (Fraunhofer-Institut für Produktionsanlagen und Konstruktionstechnik IPK); Nguyen Hoang, Viet  

IPK Institut für Produktionsanlagen und Konstruktionstechnik
Files in This Item:
FileDescriptionSizeFormat 
00 shredded corn rough.zipshredded corn rough1,92 GBZIPDownload/Open
01 shredded corn medium.zipshredded corn medium2,67 GBZIPDownload/Open
02 shredded corn fine.zipshredded corn fine2,22 GBZIPDownload/Open
03 3-pole socket housing.zip3-pole socket housing302,95 MBZIPDownload/Open
04 battery tray.zipbattery tray321,27 MBZIPDownload/Open
05 cable end sleeve.zipcable end sleeve61,97 MBZIPDownload/Open
06 coaxial t-adapter.zipcoaxial t-adapter210,39 MBZIPDownload/Open
07 d-sub connector.zipd-sub connector125,14 MBZIPDownload/Open
08 ethernet connector.zipethernet connector51,26 MBZIPDownload/Open
09 joystick.zipjoystick121,17 MBZIPDownload/Open
10 PCB.zipPCB870,84 MBZIPDownload/Open
11 ring cable lug.zipring cable lug53,45 MBZIPDownload/Open
12 rotary encoder.ziprotary encoder47,03 MBZIPDownload/Open
13 socket housing.zipsocket housing210,43 MBZIPDownload/Open
14 terminal block A.zipterminal block A555,01 MBZIPDownload/Open
15 terminal block B.zipterminal block B538,54 MBZIPDownload/Open
16 vibration sensor.zipvibration sensor8,8 MBZIPDownload/Open
17 cherry.zipcherry725,02 MBZIPDownload/Open
18 raspberry.zipraspberry274,63 MBZIPDownload/Open
19 strawberry.zipstrawberry824,91 MBZIPDownload/Open
21 cylinder screw.zipcylinder screw125,6 MBZIPDownload/Open
22 device box.zipdevice box147,84 MBZIPDownload/Open
23 pipe clamp.zippipe clamp270,94 MBZIPDownload/Open
24 pan screw.zippan screw394,79 MBZIPDownload/Open
25 reinforcing sleeve.zipreinforcing sleeve23,98 MBZIPDownload/Open
26 hose screw fitting.ziphose screw fitting160,72 MBZIPDownload/Open
27 L-fitting.zipL-fitting118,98 MBZIPDownload/Open
28 key.zipkey45,77 MBZIPDownload/Open
29 threaded fitting.zipthreaded fitting407,79 MBZIPDownload/Open
30 valve handle blue.zipvalve handle blue235,86 MBZIPDownload/Open
31 valve handle red.zipvalve handle red207,43 MBZIPDownload/Open
32 bone pliers.zipbone pliers210,04 MBZIPDownload/Open
33 drill.zipdrill116,37 MBZIPDownload/Open
34 oblong pill.zipoblong pill433,95 MBZIPDownload/Open
35 pink tablet.zippink tablet62,29 MBZIPDownload/Open
36 redon needle.zipredon needle75,28 MBZIPDownload/Open
37 retractor.zipretractor208,09 MBZIPDownload/Open
38 round pill.zipround pill76,58 MBZIPDownload/Open
39 self-tapping bolt.zipself-tapping bolt80,74 MBZIPDownload/Open
40 surgical mask.zipsurgical mask811,25 MBZIPDownload/Open
41 white tablet.zipwhite tablet274,42 MBZIPDownload/Open
42 aluminium plate.zipaluminium plate1,12 GBZIPDownload/Open
43 paperclip.zippaperclip25,29 MBZIPDownload/Open
44 tack.ziptack26,14 MBZIPDownload/Open
45 damper large.zipdamper large122,47 MBZIPDownload/Open
46 damper small.zipdamper small29,26 MBZIPDownload/Open
47 mains tester.zipmains tester34,16 MBZIPDownload/Open
48 saw blade.zipsaw blade30,7 MBZIPDownload/Open
Datasheet_VIADUCT.pdf9 MBAdobe PDFPreviewDownload/Open
20 tea bag.ziptea bag1,97 GBZIPDownload/Open

Abstract

VIADUCT data set provides 49 categories of industrial objects with corresponding 135 defect categories.

Technical Information

The data set consists exclusively of PNG files. Each category is divided into the sub-followers train, val, test and ground truth. Only defect-free images are in the train and val directory. In the test directory are the sub-folders for each defect category and the category "good" (defect-free). The annotations (also called ground truth or labels) for the images in the defect category directories are located in the ground truth directory mentioned above. The so-called anomaly maps are binary and mark with white on black pixels where the defect is in the image.
Classification
600 Technik, Medizin, angewandte Wissenschaften
670 Industrielle Fertigung
000 Informatik, Wissen, Systeme
Keywords
anomaly detection
industrial anomaly detection
automated optical inspection
quality control
visual inspection
Funder
Bundesministerium für Bildung und Forschung BMBF (Deutschland)
Fraunhofer Group
Produktion
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Version History
Version Item Date Summary
2 fordatis/363.2 2024-12-16 19:20:46.174 Ergänzung des Objekts: 20 teabag.zip
1 fordatis/363 2024-07-09 12:06:29.0
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