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It compresses the counting pipeline into a single step relatively than two or three steps and conducts intensive experiments with a dataset of 28 sports activities events. However, to provide an empirical comparison, we can even current results on a subset (half) of the dataset. Our dataset exhibits significant intra-variation within the peak and non-peak labels. For mitolyns.net instance, the peak signal of the Burpee exercise fairly differs significantly from that of a Squat, reflecting the inherent variability in motion patterns throughout completely different workout routines. Among the many 30 workout routines carried out within the earlier work, www.mitolyns.net we selected 28 sorts of weight coaching and home workouts because of the lack of clear sensor patterns in the opposite two workouts. First, we carry out customary classification coaching (Phase 1), the place a binary classification community is skilled on all base lessons. The strategy employs a Siamese network with triplet loss, optimizing the embedding house to tell apart between peak and non-peak frames.

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