{"url":"/dataset/indoor-and-outdoor-dfd-dataset","name":"Indoor and outdoor DFD dataset","full_name":null,"description_markdown":"The dfd_indoor dataset contains 110 images for training and 29 images for testing. The dfd_outdoor dataset contains 34 images for tests; no ground truth was given for this dataset, as the depth sensor only works on indoor scenes.\r\n\r\nSource: [DFD dataset](https://github.com/marcelampc/d3net_depth_estimation)","description_withheld":null,"homepage":"https://github.com/marcelampc/d3net_depth_estimation","introduced_date":"2018-09-05","introduced_date_note":null,"introduced_by":{"paper":"/paper/deep-depth-from-defocus-how-can-defocus-blur","title":"Deep Depth from Defocus: how can defocus blur improve 3D estimation using dense neural networks?","first_author":"Marcela Carvalho","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Depth Estimation","url":"/task/depth-estimation","datasets_with_task":"/datasets/task/depth-estimation"},{"name":"3D Reconstruction","url":"/task/3d-reconstruction","datasets_with_task":"/datasets/task/3d-reconstruction"},{"name":"Scene Understanding","url":"/task/scene-understanding","datasets_with_task":"/datasets/task/scene-understanding"}],"languages":[],"variants":["Indoor and outdoor DFD dataset"],"data_loaders":[{"repo":"https://github.com/marcelampc/d3net_depth_estimation","url":"https://github.com/marcelampc/d3net_depth_estimation","frameworks":["pytorch"]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"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."}