Datasets › KolektorSDD
KolektorSDD (Kolektor Surface-Defect Dataset)
The dataset is constructed from images of defective production items that were provided and annotated by Kolektor Group d.o.o.. The images were captured in a controlled industrial environment in a real-world case.
The dataset consists of 399 images at 500 x ~1250 px in size.
Please cite our paper published in the Journal of Intelligent Manufacturing when using this dataset:
@article{Tabernik2019JIM,
author = {Tabernik, Domen and {\v{S}}ela, Samo and Skvar{\v{c}}, Jure and
Sko{\v{c}}aj, Danijel},
journal = {Journal of Intelligent Manufacturing},
title = {{Segmentation-Based Deep-Learning Approach for Surface-Defect Detection}},
year = {2019},
month = {May},
day = {15},
issn={1572-8145},
doi={10.1007/s10845-019-01476-x}
}
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Unsupervised Anomaly Detection | KolektorSDD | Semi-orthogonal Segmentation AUROC 96.0 | Semi-orthogonal Embedding for Efficient Unsupervised... | jnhwkim/orthoad +2 | 1 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 15. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation | 3 | 1 | 31 May 2021 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- KolektorSDD
1 variant name, as the archive lists them.
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