Publication: SIPEC: the deep-learning Swiss knife for behavioral data analysis
SIPEC: the deep-learning Swiss knife for behavioral data analysis
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Marks, M., Qiuhan, J., Sturman, O., von Ziegler, L., Kollmorgen, S., von der Behrens, W., Mante, V., Bohacek, J., & Yanik, M. F. (2020). SIPEC: the deep-learning Swiss knife for behavioral data analysis (No. 355115; BioRxiv). https://doi.org/10.1101/2020.10.26.355115
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Analysing the behavior of individuals or groups of animals in complex environments is an important, yet difficult computer vision task. Here we present a novel deep learning architecture for classifying animal behavior and demonstrate how this end-to-end approach can significantly outperform pose estimation-based approaches, whilst requiring no intervention after minimal training. Our behavioral classifier is embedded in a first-of-its-kind pipeline (SIPEC) which performs segmentation, identification, pose-estimation and classificatio
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Marks, M., Qiuhan, J., Sturman, O., von Ziegler, L., Kollmorgen, S., von der Behrens, W., Mante, V., Bohacek, J., & Yanik, M. F. (2020). SIPEC: the deep-learning Swiss knife for behavioral data analysis (No. 355115; BioRxiv). https://doi.org/10.1101/2020.10.26.355115
