Learnable latent embeddings for joint behavioral and neural analysis

2 code implementations • 1 Apr 2022 • Steffen Schneider, Jin Hwa Lee, Mackenzie Weygandt Mathis

Mapping behavioral actions to neural activity is a fundamental goal of neuroscience.

SuperAnimal models pretrained for plug-and-play analysis of animal behavior

no code implementations • 14 Mar 2022 • Shaokai Ye, Anastasiia Filippova, Jessy Lauer, Maxime Vidal, Steffen Schneider, Tian Qiu, Alexander Mathis, Mackenzie Weygandt Mathis

Quantification of behavior is critical in applications ranging from neuroscience, veterinary medicine and animal conservation efforts.

Animal Pose Estimation Transfer Learning

ImageNet performance correlates with pose estimation robustness and generalization on out-of-domain data

1 code implementation • ICML UDL 2020 • Alexander Mathis, Thomas Biasi, Mert Yuksekgonul, Byron Rogers, Matthias Bethge, Mackenzie Weygandt Mathis

Neural networks are highly effective tools for pose estimation.

Animal Pose Estimation Benchmarking +1