Periodicity counting in videos with unsupervised learning of cyclic embeddings

•We introduce a new method to measure periodicity on any video, even out of the “daily-life” domain.•Our framework can create a periodic latent representation for any video (conventional or 4D videos) without supervision.•Our method can convert periodic videos into simple periodic signals.•We introduce a robust peak detection and counting algorithm for periodic signals.