Sample Datasets¶
Labeled datasets to practice on, compare against, or start a project from.
The tutorial videos¶
The Tutorial uses two videos of a pair of mice in a home cage, from the sleap-tutorial-data repository:
| File | Frames | Used for |
|---|---|---|
mice.mp4 |
14,100 (5 min at 47 fps) | Labeling and training. Use sample video in New Project downloads it for you |
new_data/mice_new.mp4 |
2,820 (1 min) | Running a trained model on a new video |
The SLEAP paper datasets¶
These are the labeled datasets from the SLEAP paper
(Pereira et al., 2022).
Each is a .pkg.slp labels package, with the images embedded, so it opens in
the app on its own (File ▸ Open Project…). Each comes split into training,
validation and test sets.
| Dataset | Animal | Nodes | Animals per frame | Identity | Labeled instances |
|---|---|---|---|---|---|
| fly32 | Fruit fly, single, animal-centered | 32 | 1 | no | 1,500 |
| flies13 | Fruit flies, courting pairs | 13 | 2 | yes | 4,000 |
| mice_of | Mice in an open field, filmed from below | 11 | 1–5 | no | 2,950 |
| mice_hc | Mice in a home cage, filmed from above | 5 | 2 | no | 2,948 |
| bees | Bumblebees in a petri dish | 21 | 2 | no | 1,604 |
| gerbils | Gerbils, pups and adults, in a home cage | 14 | 4 | yes | 1,588 |
"Identity" means the animals can be told apart by appearance, so these datasets suit the + ID model types.
The animal skeleton templates in New Project and the Skeleton panel are these datasets' skeletons, so you can start a similar project with the same body parts.
Download links, frame rates, resolutions and credits for each dataset are on the SLEAP docs' Datasets page. The full labeled data and trained models from the paper are on OSF.