Research
Current & Past Projects
/behavioral-traits-videos
Behavioral Traits from Videos
/fishes
Fishes
/heliconius-butterflies-mimicry-0
Heliconius wing patterns
/imageomics-foundation-model
Imageomics Foundation Model
/interpretable-and-explainable-models
Interpretable and Explainable Models
/patterns-genes
Patterns2Genes
Macroevolution
3D Morphometrics
Team: A. Murat Maga, Sara Rolfe, Chi Zhang
Visit Imageomics GitHub
Our approach
Knowledge from biological ontologies,
leveraging the structure they impose,
together with multiple imaging formats and other data
to fuel the development of next generation of Knowledge-Guided Machine Learning models that are more interpretable, transferable, robust, and label- and sample-efficient,
expanding the role of ML in addressing the most challenging biology problems, forming a virtuous cycle.