Datasets › HistoArtifacts
HistoArtifacts
This dataset contains five notable histological artifacts: blur, blood (hemorrhage), air bubbles, folded tissue, and damaged tissue. This dataset is used in the following works, and a description of the dataset can be found at https://zenodo.org/records/10809442.
See detailed video explanation in the video paper: https://www.sciencetalks-journal.com/article/S2772-5693(24)00013-6/fulltext
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 | ||||
|---|---|---|---|---|---|---|
| Artifact Detection | HistoArtifacts | DKL_101010 MCC 0.990 | Are you sure it’s an artifact? Artifact detection and... | NeelKanwal/Vision-Transformers-for-Small-Histological-Datasets-Learned-Through-Knowledge-Distillation | 5 | Compare |
Papers archive 2025-07-28
4 shown of 4 papers 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 4. 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 | |||
|---|---|---|---|---|
| Equipping Computational Pathology Systems with Artifact Processing Pipelines: A Showcase for Computation and Performance Trade-offs | 1 | 1 | 12 Mar 2024 | not harvested |
| Are you sure it’s an artifact? Artifact detection and uncertainty quantification in histological images | 1 | 1 | 23 Dec 2023 | not harvested |
| Vision Transformers for Small Histological Datasets Learned through Knowledge Distillation | 1 | 1 | 27 May 2023 | not harvested |
| Quantifying the effect of color processing on blood and damaged tissue detection in Whole Slide Images | 1 | 2 | 26 Sep 2022 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Creative Commons Attribution 4.0 International
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
Variants archive 2025-07-28
- HistoArtifacts
1 variant name, as the archive lists them.
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