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Published June 15, 2021 | Version 1.0
Dataset Restricted

Pano3D: Matterport3D (/w Filmic) Low Resolution

  • 1. Centre of Research and Technology Hellas
  • 2. Universidad Politécnica de Madrid

Description

Pano3D is a new benchmark for depth estimation from spherical panoramas. Its goal is to drive progress for this task in a consistent and holistic manner. To achieve that we generate a new dataset and integrate evaluation metrics that capture not only depth performance, but also secondary traits like boundary preservation and smoothness. Moreover, Pano3D takes a step beyond typical intra-dataset evaluation schemes to inter-dataset performance assessment. By disentangling generalization to three different axes, Pano3D facilitates proper extrapolation assessment under different out-of-training data conditions. Relying on the Pano3D holistic benchmark for 360 depth estimation we perform an extended analysis and derive a solid baseline for the task.

Notes

Dataset with coupled color, depth and normal maps.

Files

Restricted

The record is publicly accessible, but files are restricted to users with access.

Request access

If you would like to request access to these files, please fill out the form below.

You need to satisfy these conditions in order for this request to be accepted:

The Pano3D dataset is a derivative of other datasets of 3D scanned buildings.

To download the Pano3D dataset we follow a two-step process:

  1. Access to the Pano3D dataset requires agreement with the terms and conditions for each of the 3D datasets that were used to create (i.e. render) it, and more specifically, Matterport3D and GibsonV2. Therefore, in order to grant you access to this dataset, we need you to first fill request form.
  2. Then, you need to perform a request for access to the respective Zenodo repositories, where the data are hosted (more information can be found in our download page). Due to data-size limitations, the dataset is split into six (6) repositories, which respectively contain the color image, depth and normal map renders for each image. The repositories are split into the two resolutions, with each subgroup of 3 repositories containing the entire Matterport3D dataset renders, the entire GibsonV2 test split renders, and the remainder of GibsonV2 which is used as additional training data. Therefore, a separate request for access needs to be made to each repository in order to download the corresponding data.

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Additional details

Funding

ATLANTIS – AuThoring tooL for indoor Augmented and dimiNished realiTy experIenceS 951900
European Commission