Sample datasets for using with SLEAP.
Download the dataset: drosophila-melanogaster-courtship.zip.
This dataset has 100 labeled frames (2 flies/frame) and 1101 frames in the movie.
Training top-down models for 20 epochs with default baseline profiles:
- 7 minutes to train centroid model
- 3.1 minutes to train centered instance model
Inference:
- 1 minute for inference on all 1101 frames of sample dataset video (no tracking)
- 7.2 minutes for inference and tracking (simple tracker) on 10,000 frames from original video (~23 fps)
(or watch the higher-resolution tracked clip)
You can download the entire repository by running
git clone https://github.com/talmolab/sleap-datasets.git
Unfortunately the "Download ZIP" link on this repository won't work because we store videos using Git Large File Storage.