Datasets › SOD
SOD (small obstacle detection)
Aiming
Detect small obstacles, like lost and found.
frames
3000+ picture.
3000+ claimed labelled.
1600 actually labelled.
Benchmarks archive 2025-07-28
All 2 leaderboards 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 Salient Object Detection | SOD | PoolNet (VGG-16) MAE 0.102 | A Simple Pooling-Based Design for Real-Time Salient... | backseason/PoolNet +4 | 3 | Compare |
| Salient Object Detection | SOD | U2-Net+ Fwβ 0.697 | U²-Net: Going Deeper with Nested U-Structure for Salient... | xuebinqin/U-2-Net +28 | 1 | Compare |
Papers archive 2025-07-28
4 shown of 4 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 8. 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 | |||
|---|---|---|---|---|
| U²-Net: Going Deeper with Nested U-Structure for Salient Object Detection | 29 | 1 | 18 May 2020 | ran 4 of 42 samples (38 unverified; 2 pointer-only for licence) |
| BASNet: Boundary-Aware Salient Object Detection | 3 | 1 | 1 Jun 2019 | not harvested |
| A Simple Pooling-Based Design for Real-Time Salient Object Detection | 5 | 1 | 21 Apr 2019 | ran 1 of 3 samples (2 unverified) |
| A Bi-Directional Message Passing Model for Salient Object Detection | 0 | 1 | 1 Jun 2018 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
none
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- SOD
1 variant name, as the archive lists them.
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