Datasets › PDS-COCO
PDS-COCO (Photometrically Distorted Synthetic COCO)
Photometrically Distorted Synthetic COCO (PDS-COCO) dataset is a synthetically created dataset for homography estimation learning. The idea is exactly the same as in the Synthetic COCO (S-COCO) dataset with SSD-like image distortion added at the beginning of the whole procedure: the first step involves adjusting the brightness of the image using randomly picked value δ_b ∈𝒰(-32, 32). Next, contrast, saturation and hue noise is applied with the following values: δ_c ∈𝒰(0.5, 1.5), δₛ ∈𝒰(0.5, 1.5) and δₕ ∈𝒰(-18, 18). Finally, the color channels of the image are randomly swapped with a probability of $0.5$. Such a photometric distortion procedure is applied to the original image independently to create source and target candidates.
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 | ||||
|---|---|---|---|---|---|---|
| Homography Estimation | PDS-COCO | PFNet+biHomE MACE 2.11 | Perceptual Loss for Robust Unsupervised Homography Estimation | NeurAI-Lab/biHomE | 3 | 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 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 | |||
|---|---|---|---|---|
| Perceptual Loss for Robust Unsupervised Homography Estimation | 1 | 1 | 20 Apr 2021 | ran 1 of 1 samples (0 unverified) |
| Rethinking Planar Homography Estimation Using Perspective Fields | 1 | 1 | 26 May 2019 | not harvested |
| Deep Image Homography Estimation | 8 | 1 | 13 Jun 2016 | ran 1 of 1 samples (0 unverified; 1 pointer-only for licence) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- PDS-COCO
1 variant name, as the archive lists them.
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