Hyperbolic Image Embeddings

Code

• github.com/KhrulkovV/hyperbolic-image-embeddings
  OfficialIn paperpytorch★ 0
• github.com/leymir/hyperbolic-image-embeddings
  OfficialIn paperpytorch★ 0
• github.com/nalexai/hyperlib
  tf★ 147

Abstract

Computer vision tasks such as image classification, image retrieval and few-shot learning are currently dominated by Euclidean and spherical embeddings, so that the final decisions about class belongings or the degree of similarity are made using linear hyperplanes, Euclidean distances, or spherical geodesic distances (cosine similarity). In this work, we demonstrate that in many practical scenarios hyperbolic embeddings provide a better alternative.

Tasks

Benchmark Results

Reproductions