Ulrich Trautwein, Jessika Golle, Ann-Kathrin Jaggy, Marcus Hasselhorn, Benjamin Nagengast
Mutual benefits for research and practice: Randomized controlled trials in the Hector Children's Academy Program
Annals of the New York Academy of Sciences
drosophila crucial biological experimental teaching material extensively utilized experimental teaching experimental teaching student typically needs manually identify hundreds fruit flies record multiple fly task involves substantial workload classification standards inconsistent address issue introduce deep convolutional neural network classifies traits every fruit fly using twostage consisting object detector trait classifier propose keypointassisted classification model tailored training session trait classification task significantly enhanced model interpretability additionally weve enhanced randaugment method better fit features task model trained progressive learning adaptive regularization limited computational resources final classification model utilizes mobilenetv3 backbone achieves accuracy 975 975 98 eyes wings gender tasks respectively optimization model highly lightweight classifying 600 fruit fly traits raw images 10 seconds size less 5 mb easily deployed android device development system conducive promoting experimental teaching verifying genetic laws drosophila research object also used scientific research involving large number drosophila classifications statistics analyses