Datasets › HLW
HLW (Horizon Lines in the Wild)
We introduce Horizon Lines in the Wild (HLW), a large dataset of real-world images with labeled horizon lines, captured in a diverse set of environments. The dataset is available for download at our project website [1]. We begin by characterizing limitations in existing datasets for evaluating horizon line detection methods and then describe our approach for leveraging structure from motion to automatically label images with horizon lines.
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 | ||||
|---|---|---|---|---|---|---|
| Horizon Line Estimation | Horizon Lines in the Wild | NG-DSAC AUC (horizon error) 75.2 | Neural-Guided RANSAC: Learning Where to Sample Model Hypotheses | vislearn/ngransac +2 | 5 | Compare |
Papers archive 2025-07-28
5 shown of 5 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 13. 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 | |||
|---|---|---|---|---|
| Neural-Guided RANSAC: Learning Where to Sample Model Hypotheses | 3 | 1 | 10 May 2019 | ran 0 of 4 samples (4 unverified) |
| A-Contrario Horizon-First Vanishing Point Detection Using Second-Order Grouping Laws | 1 | 1 | 1 Sep 2018 | not harvested |
| Deep Learning for Vanishing Point Detection Using an Inverse Gnomonic Projection | 2 | 1 | 8 Jul 2017 | not harvested |
| Detecting Vanishing Points using Global Image Context in a Non-Manhattan World | 1 | 1 | 19 Aug 2016 | not harvested |
| Horizon Lines in the Wild | 1 | 1 | 7 Apr 2016 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
No task tagged in the archive.
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
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- HLW
1 variant name, as the archive lists them.
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