HyRo decouples hierarchical and semantic alignment in hyperbolic space by adjusting Poincaré ball radius for hierarchy and applying radius-preserving orthogonal transformation for semantics, yielding state-of-the-art results on open-vocabulary semantic segmentation benchmarks.
Hyperbolic neural networks
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Semantic Alignment in Hyperbolic Space for Open-Vocabulary Semantic Segmentation
HyRo decouples hierarchical and semantic alignment in hyperbolic space by adjusting Poincaré ball radius for hierarchy and applying radius-preserving orthogonal transformation for semantics, yielding state-of-the-art results on open-vocabulary semantic segmentation benchmarks.