Codesota · Industrial Inspection · Anomaly Detection · KolektorSDD2Tasks/Industrial Inspection/Anomaly Detection
Anomaly Detection · benchmark dataset · 2021 · EN

Kolektor Surface Defect Dataset 2.

3,335 images of electrical commutators with surface defects. Real industrial dataset with challenging small defects.

Paper ↗Download datasetSubmit a result ↵
§ 01 · Leaderboard

Best published scores.

6 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.

Primary
auroc · higher is better
ap
6 rows
#ModelOrgSubmittedPaper / codeap
01SuperSimpleNetOpenViCoS Lab LjubljanaAug 2024SuperSimpleNet: Unifying Unsupervised and Supervised Lea…97.40
02SegDecNetOpenViCoS Lab LjubljanaAug 2024SuperSimpleNet: Unifying Unsupervised and Supervised Lea…95.40
03DSROpenViCoS Lab LjubljanaAug 2024SuperSimpleNet: Unifying Unsupervised and Supervised Lea…95.20
04SimpleNetOpenResearchAug 2024SuperSimpleNet: Unifying Unsupervised and Supervised Lea…93.50
05BGADOpenResearchAug 2024SuperSimpleNet: Unifying Unsupervised and Supervised Lea…92.70
06PRNOpenResearchAug 2024SuperSimpleNet: Unifying Unsupervised and Supervised Lea…78.60
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 04 · Literature

1 paper
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result ↵Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies