Datasets › LFSD
LFSD (Light Field Saliency Database)
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.
Source: Light Field Saliency Detection with Deep Convolutional Networks Image Source: https://sites.duke.edu/nianyi/publication/saliency-detection-on-light-field/
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| RGB-D Salient Object Detection | LFSD | UCNet-CVAE S-Measure 86.8 | Uncertainty Inspired RGB-D Saliency Detection | taozh2017/RGBD-SODsurvey +3 | 8 | Compare |
Papers archive 2025-07-28
7 shown of 7 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 80. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection | 1 | 1 | 5 Apr 2021 | not harvested |
| Uncertainty Inspired RGB-D Saliency Detection | 4 | 2 | 7 Sep 2020 | not harvested |
| Bifurcated backbone strategy for RGB-D salient object detection | 2 | 1 | 6 Jul 2020 | ran 3 of 5 samples (2 unverified) |
| Bilateral Attention Network for RGB-D Salient Object Detection | 1 | 1 | 30 Apr 2020 | not harvested |
| UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders | 1 | 1 | 13 Apr 2020 | not harvested |
| Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks | 2 | 1 | 15 Jul 2019 | not harvested |
| Contrast Prior and Fluid Pyramid Integration for RGBD Salient Object Detection | 2 | 1 | 1 Jun 2019 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- LFSD
1 variant name, as the archive lists them.
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