Deeptangle Dataset: Labelled Experimental and Synthetic Videos of Swimming and Overlapping C. elegans worms
Description
This repository contains the dataset employed in the paper Fast spline detection in high density microscopy data.
Three files are provided:
1. videos.zip: raw experimental videos.
2. labeled_data.zip: labelled sections of experimental videos used for evaluation
3. syntehthic_dataset.zip: synthetic dataset used for training
Labelled data
Sections are named as VIDEONAME_FRAMENUMBER_SECTIONID.
All labels are in labels.json and correspond to the middle frame of the clip (05.png).
Example plotting script is provided (plot_data.py).
Synthetic data
Clips are named as NUMBEROFWORMS_ID.
Labels (for all frames) are stored in labels.npy.
Example plotting script is provided (plot_data.py).
Related
Paper: https://arxiv.org/abs/2301.04460
Deeptangle code: https://github.com/kirkegaardlab/deeptangle
Labelling tool: https://github.com/kirkegaardlab/deeptanglelabel
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If used, please cite
Albert Alonso & Julius B. Kirkegaard. Fast spline detection in high density microscopy data. 2023.
Notes
Files
labeled_data.zip
Additional details
Related works
- Is supplement to
- Journal article: arXiv:2301.04460 (arXiv)
- Software: 10.5281/zenodo.8093334 (DOI)