Datasets › MoCA-Mask
MoCA-Mask (Moving Camouflaged Animals (MoCA)-Mask)
The original Moving Camouflaged Animals (MoCA) Dataset includes 37K frames from 141 YouTube Video sequences with resolution and sampling rate of 720 × 1280 and 24fps in the majority of cases. The dataset covers 67 types of animals moving in natural scenes, but some are not camouflaged animals. Also, the ground truth of the original dataset is bounding boxes rather than dense segmentation masks, which makes it hard to evaluate the VCOD segmentation performance. To this end, we reorganize the dataset as MoCA-Mask and build a comprehensive benchmark with more comprehensive evaluation criteria.
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 | ||||
|---|---|---|---|---|---|---|
| Camouflaged Object Segmentation | MoCA-Mask | ZS-VCOS S-measure 0.776 | ZS-VCOS: Zero-Shot Outperforms Supervised Video... | weathon/vcos | 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 17. 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 | |||
|---|---|---|---|---|
| CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object Detection | 0 | 1 | 1 Apr 2025 | not harvested |
| ZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object Segmentation with Zero-Shot Method | 1 | 1 | 30 Mar 2025 | not harvested |
| ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection | 1 | 1 | 31 Oct 2023 | ran 8 of 11 samples (3 unverified; 11 pointer-only for licence) |
| Implicit Motion Handling for Video Camouflaged Object Detection | 1 | 1 | 14 Mar 2022 | not harvested |
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
Languages archive 2025-07-28
Variants archive 2025-07-28
- MoCA-Mask
1 variant name, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections