Datasets › Helvipad

Helvipad

Introduced by Mehdi Zayene et al. in Helvipad: A Real-World Dataset for Omnidirectional Stereo Depth Estimation27 Nov 2024 archive 2025-07-28

The Helvipad dataset is a real-world stereo dataset designed for omnidirectional depth estimation. It comprises 39,553 paired equirectangular images captured using a top-bottom 360° camera setup and corresponding pixel-wise depth and disparity labels derived from LiDAR point clouds. The dataset spans diverse indoor and outdoor scenes under varying lighting conditions, including night-time environments.

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)PaperCode
Omnnidirectional Stereo Depth Estimation Helvipad DFI-OmniStereo Depth-MAE 1.463 Boosting Omnidirectional Stereo Matching with a... vita-epfl/DFI-OmniStereo 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 5. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Boosting Omnidirectional Stereo Matching with a Pre-trained Depth Foundation Model 1 1 30 Mar 2025 not harvested
Helvipad: A Real-World Dataset for Omnidirectional Stereo Depth Estimation 1 1 27 Nov 2024 not harvested
Iterative Geometry Encoding Volume for Stereo Matching 1 1 12 Mar 2023 not harvested
360SD-Net: 360° Stereo Depth Estimation with Learnable Cost Volume 1 1 11 Nov 2019 ran 3 of 10 samples (7 unverified)
Pyramid Stereo Matching Network 6 1 23 Mar 2018 ran 3 of 11 samples (8 unverified)

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

CC0

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Helvipad

1 variant name, as the archive lists them.

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