Exploring the Effects of Hyperbolic Metric Learning and Hard Negative Sampling on Vision Transformer Performance

Hyperbolic metric learning can outperform Euclidean metric learning, but the underlying reasons are not fully understood. The performance difference stems from the distinct effects of hard negative sampling in the two geometries.