{"url":"/dataset/lfsd","name":"LFSD","full_name":"Light Field Saliency Database","description_markdown":"The **Light Field Saliency Database** (**LFSD**) contains 100 light fields with 360×360 spatial resolution. A rough focal stack and an all-focus image are provided for each light field. The images in this dataset usually have one salient foreground object and a background with good color contrast.\r\n\r\nSource: [Light Field Saliency Detection with Deep Convolutional Networks](https://arxiv.org/abs/1906.08331)\r\nImage Source: [https://sites.duke.edu/nianyi/publication/saliency-detection-on-light-field/](https://sites.duke.edu/nianyi/publication/saliency-detection-on-light-field/)","description_withheld":null,"homepage":"https://sites.duke.edu/nianyi/publication/saliency-detection-on-light-field/","introduced_date":"2014-01-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/saliency-detection-on-light-field","title":"Saliency Detection on Light Field","first_author":"Nianyi Li","url":null},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"RGB-D Salient Object Detection","url":"/task/rgb-d-salient-object-detection","datasets_with_task":"/datasets/task/rgb-d-salient-object-detection"}],"languages":[],"variants":["LFSD"],"data_loaders":[],"num_papers_in_archive":80,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/rgb-d-salient-object-detection-on-lfsd","task":"RGB-D Salient Object Detection","dataset_variant":"LFSD","rows":8,"metrics":["S-Measure","Average MAE","max E-Measure","max F-Measure"],"first_row_in_archive_order":{"model":"UCNet-CVAE","paper":"/paper/uncertainty-inspired-rgb-d-saliency-detection","metrics":{"Average MAE":"0.065","S-Measure":"86.8"},"code_links":[{"title":"taozh2017/RGBD-SODsurvey","url":"https://github.com/taozh2017/RGBD-SODsurvey"},{"title":"JingZhang617/UCNet","url":"https://github.com/JingZhang617/UCNet"},{"title":"DengPingFan/S-measure","url":"https://github.com/DengPingFan/S-measure"},{"title":"DengPingFan/SOC-DataAug","url":"https://github.com/DengPingFan/SOC-DataAug"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/bts-net-bi-directional-transfer-and-selection","title":"BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection","date":"2021-04-05","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/uncertainty-inspired-rgb-d-saliency-detection","title":"Uncertainty Inspired RGB-D Saliency Detection","date":"2020-09-07","rows_on_this_dataset":2,"code_links":4,"syntology":null},{"paper":"/paper/bbs-net-rgb-d-salient-object-detection-with-a","title":"Bifurcated backbone strategy for RGB-D salient object detection","date":"2020-07-06","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":5,"samples_ran":3,"samples_unverified":2,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/bilateral-attention-network-for-rgb-d-salient","title":"Bilateral Attention Network for RGB-D Salient Object Detection","date":"2020-04-30","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/uc-net-uncertainty-inspired-rgb-d-saliency","title":"UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders","date":"2020-04-13","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/rethinking-rgb-d-salient-object-detection","title":"Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks","date":"2019-07-15","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/contrast-prior-and-fluid-pyramid-integration","title":"Contrast Prior and Fluid Pyramid Integration for RGBD Salient Object Detection","date":"2019-06-01","rows_on_this_dataset":1,"code_links":2,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":5,"samples_ran":3,"samples_unverified":2,"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."}