{"url":"/dataset/panocontext","name":"PanoContext","full_name":"PanoContext","description_markdown":"The **PanoContext** dataset contains 500 annotated cuboid layouts of indoor environments such as bedrooms and living rooms.\r\n\r\nSource: [LayoutNet: Reconstructing the 3D Room Layout from a Single RGB Image](https://arxiv.org/abs/1803.08999)\r\nImage Source: [https://panocontext.cs.princeton.edu/paper.pdf](https://panocontext.cs.princeton.edu/paper.pdf)","description_withheld":null,"homepage":"https://panocontext.cs.princeton.edu/","introduced_date":"2014-01-01","introduced_date_note":null,"introduced_by":{"paper":null,"title":"PanoContext: A Whole-Room 3D Context Model for Panoramic Scene Understanding","first_author":null,"url":"https://doi.org/10.1007/978-3-319-10599-4_43"},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"3D","url":"/datasets/modality/3d"}],"tasks":[{"name":"3D Room Layouts From A Single RGB Panorama","url":"/task/3d-room-layouts-from-a-single-rgb-panorama","datasets_with_task":"/datasets/task/3d-room-layouts-from-a-single-rgb-panorama"}],"languages":[],"variants":["PanoContext"],"data_loaders":[],"num_papers_in_archive":44,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/3d-room-layouts-from-a-single-rgb-panorama-on","task":"3D Room Layouts From A Single RGB Panorama","dataset_variant":"PanoContext","rows":7,"metrics":["3DIoU"],"first_row_in_archive_order":{"model":"DMH-Net","paper":"/paper/3d-room-layout-estimation-from-a-cubemap-of","metrics":{"3DIoU":"85.48"},"code_links":[{"title":"starrah/dmh-net","url":"https://github.com/starrah/dmh-net"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/3d-room-layout-estimation-from-a-cubemap-of","title":"3D Room Layout Estimation from a Cubemap of Panorama Image via Deep Manhattan Hough Transform","date":"2022-07-19","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":12,"samples_ran":7,"samples_unverified":5,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/omnilayout-room-layout-reconstruction-from","title":"OmniLayout: Room Layout Reconstruction from Indoor Spherical Panoramas","date":"2021-04-19","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/sslayout360-semi-supervised-indoor-layout","title":"SSLayout360: Semi-Supervised Indoor Layout Estimation from 360-Degree Panorama","date":"2021-03-25","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/corners-for-layout-end-to-end-layout-recovery","title":"Corners for Layout: End-to-End Layout Recovery from 360 Images","date":"2019-03-19","rows_on_this_dataset":1,"code_links":3,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":6,"samples_ran":5,"samples_unverified":1,"pointer_only_for_licence":6,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/horizonnet-learning-room-layout-with-1d","title":"HorizonNet: Learning Room Layout with 1D Representation and Pano Stretch Data Augmentation","date":"2019-01-12","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/dula-net-a-dual-projection-network-for","title":"DuLa-Net: A Dual-Projection Network for Estimating Room Layouts from a Single RGB Panorama","date":"2018-11-29","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":2,"samples_ran":2,"samples_unverified":0,"pointer_only_for_licence":2,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/layoutnet-reconstructing-the-3d-room-layout","title":"LayoutNet: Reconstructing the 3D Room Layout from a Single RGB Image","date":"2018-03-23","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":27,"samples_ran":1,"samples_unverified":26,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":4,"samples_harvested":47,"samples_ran":15,"samples_unverified":32,"pointer_only_for_licence":8,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}