Our method also improves sensitivity in detecting drug-induced phenotypes! 🔬
7/n

Megabouts builds on the repertoire of zebrafish behavior uncovered by João C. Marques. This clustering of swim movements is fantastic for quantifying how stimuli translate into actions.
6/n

What's really cool? Our model maintains high accuracy even at lower frame rates and without tail tracking! 📊
5/n

Megabouts uses a Transformer neural network at its core, with each input token representing a pose measurement. This helps us overcome issues like changes in frame rate, and missing data, offering robust classification of movements across various setups.
4/n

This is my first post here, and I'm happy to share some news. We've just launched megabouts.ai! 🐟📈
1/n