Video based identification and classification of cattle behaviours

CSIRO Advancing Supply Chain Integrity event on 2 December 2020.
We present our data annotation and classification pipeline to recognise individual cows and their behaviour (drinking, grazing and other) from on-farm videos. Annotations and/or classifications from videos are used as ground truth to label other synchronised sensor streams (from the embedded system of the ear tags) to train machine learning algorithms relying only on sensor streams to recognise cattle behaviour.