June 19, 2021 Dataset Restricted Access

Albanis, Georgios; Zioulis, Nikolaos; Drakoulis, Petros; Gkitsas, Vasileios; Sterzentsenko, Vladimiros; Alvarez, Federico; Zarpalas, Dimitrios; Daras, Petros

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{
  "inLanguage": {
    "alternateName": "eng", 
    "@type": "Language", 
    "name": "English"
  }, 
  "description": "<p>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,&nbsp;Pano3D&nbsp;takes a step beyond typical intra-dataset evaluation schemes to inter-dataset performance assessment. By disentangling generalization to three different axes,&nbsp;Pano3D&nbsp;facilitates proper extrapolation assessment under different out-of-training data conditions. Relying on the&nbsp;Pano3D&nbsp;holistic benchmark for 360 depth estimation we perform an extended analysis and derive a solid baseline for the task.</p>", 
  "creator": [
    {
      "affiliation": "Centre for Research and Technology Hellas", 
      "@id": "https://orcid.org/0000-0002-2032-6767", 
      "@type": "Person", 
      "name": "Albanis, Georgios"
    }, 
    {
      "affiliation": "Centre for Research and Technology Hellas", 
      "@id": "https://orcid.org/0000-0002-7898-9344", 
      "@type": "Person", 
      "name": "Zioulis, Nikolaos"
    }, 
    {
      "affiliation": "Centre for Research and Technology Hellas", 
      "@type": "Person", 
      "name": "Drakoulis, Petros"
    }, 
    {
      "affiliation": "Centre for Research and Technology Hellas", 
      "@type": "Person", 
      "name": "Gkitsas, Vasileios"
    }, 
    {
      "affiliation": "Centre for Research and Technology Hellas", 
      "@type": "Person", 
      "name": "Sterzentsenko, Vladimiros"
    }, 
    {
      "affiliation": "Universidad Polit\u00e9cnica de Madrid", 
      "@type": "Person", 
      "name": "Alvarez, Federico"
    }, 
    {
      "affiliation": "Centre for Research and Technology Hellas", 
      "@type": "Person", 
      "name": "Zarpalas, Dimitrios"
    }, 
    {
      "affiliation": "Centre for Research and Technology Hellas", 
      "@type": "Person", 
      "name": "Daras, Petros"
    }
  ], 
  "url": "https://zenodo.org/record/4991961", 
  "datePublished": "2021-06-19", 
  "version": "1.0", 
  "@type": "Dataset", 
  "keywords": [
    "Spherical Depth Estimation", 
    "Spherical Panoramas", 
    "Omnidirectional Dataset", 
    "Benchmark", 
    "360", 
    "Computer Vision", 
    "Deep Learning", 
    "Data-driven Methods", 
    "3D Vision", 
    "Depth Estimation", 
    "Geometry Estimation", 
    "Surface Orientation Estimation", 
    "Indoor Scenes", 
    "Scene Understanding"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.4991961", 
  "@id": "https://doi.org/10.5281/zenodo.4991961", 
  "workFeatured": {
    "url": "http://cvpr2021.thecvf.com/", 
    "alternateName": "CVPR", 
    "location": "Online, Virtual", 
    "@type": "Event", 
    "name": "IEEE Computer Vision and Pattern Recognition Conference"
  }, 
  "name": "Pano3D: GibsonV2 Tiny-Medium-Fullplus High Resolution"
}