Datasets › InsPLAD
InsPLAD (Inspection Power Line Asset Dataset)
InsPLAD is a Dataset for Power Line Asset Inspection containing 10,607 high-resolution Unmanned Aerial Vehicles colour images. It contains 17 unique power line assets captured from real-world operating power lines. Some of those assets (five, to be precise) are also annotated regarding their conditions. They present the following defects: corrosion (4 of them), broken/missing cap (1 of them), and bird's nest presence (1 of them).
Three image-level computer vision tasks covered by InsPLAD:
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Object detection, evaluated through the AP metric
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Defect classification, evaluated through Balanced Accuracy
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Anomaly detection, evaluated through the AUROC metric
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 | ||||
|---|---|---|---|---|---|---|
| Anomaly Detection | InsPLAD | AttentDifferNet (SENet-AlexNet) Detection AUROC 94.34 | Attention Modules Improve Image-Level Anomaly Detection... | andreluizbvs/insplad | 5 | Compare |
Papers archive 2025-07-28
3 shown of 3 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 5. 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 | |||
|---|---|---|---|---|
| Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study | 1 | 3 | 5 Nov 2023 | not harvested |
| Revisiting Reverse Distillation for Anomaly Detection | 1 | 1 | 1 Jan 2023 | not harvested |
| Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows | 3 | 1 | 28 Aug 2020 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- InsPLAD
1 variant name, as the archive lists them.
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