Datasets › RMAS
RMAS (Real-World Marine Animal Segmentation)
We construct a new large-scale real-world MAS data set for conducting extensive experiments. It consists of over 3000 images with various underwater scenes and objects. Each image is annotated with an object-level mask and assigned to a category.
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 | ||||
|---|---|---|---|---|---|---|
| Image Segmentation | RMAS | MAS-SAM mIoU 0.742 | MAS-SAM: Segment Any Marine Animal with Aggregated Features | drchip61/mas-sam | 4 | 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 4. 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 | |||
|---|---|---|---|---|
| SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation | 1 | 1 | 16 Aug 2024 | ran 5 of 9 samples (4 unverified) |
| MAS-SAM: Segment Any Marine Animal with Aggregated Features | 1 | 1 | 24 Apr 2024 | ran 12 of 20 samples (8 unverified; 20 pointer-only for licence) |
| MASNet: A Robust Deep Marine Animal Segmentation Network | 1 | 1 | 1 May 2023 | not harvested |
| Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection | 1 | 1 | 5 Mar 2022 | ran 12 of 13 samples (1 unverified) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- RMAS
1 variant name, as the archive lists them.
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