Ant Trophallaxis Detection using ResNet50 with PyTorch Lightning based on the Matlab code provided in the following paper.
"Dual fluorescence imaging and automated trophallaxis detection for studying multinutrient regulation in superorganisms" by Baltiansky, Lior, Weizmann Institute of Science, https://orcid.org/0000-0003-3870-1788 Sarafian-Tamam, Einav, Weizmann Institute of Science Greenwald, Efrat, Weizmann Institute of Science Feinerman, Ofer, Weizmann Institute of Science lior.baltiansky@weizmann.ac.il, ofer.feinerman@weizmann.ac.il Publication date: June 16, 2021 Publisher: Dryad https://doi.org/10.5061/dryad.j9kd51cc7
The resulting accuracy in our reimplementation is slightly higher due to the applied adam optimizer. And the learning time is faster du to applied Python Lightning EarlyStopping.
The learned models: https://bit.ly/AnTroD_cls .