Class-balanced siamese neural networks.

•Original siamese neural network objective function.•Polar sine-based angular reformulation for cosine dissimilarity learning.•Application on a multimodal human action dataset.•New evaluations of 3 siamese neural networks using input data pairs, triplets and tuples.•Projection space analysis and computation complexity.