261 citations · 335 across the 2 of their papers we have counts for
4 papers
Hyperbolic Image Embeddings
Valentin Khrulkov, Leyla Mirvakhabova, Evgeniya Ustinova +2
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…
Learning Deep Embeddings with Histogram Loss
Evgeniya Ustinova, Victor Lempitsky
We suggest a loss for learning deep embeddings. The new loss does not introduce parameters that need to be tuned and results in very good embeddings across a range of datasets and…
Multiregion Bilinear Convolutional Neural Networks for Person Re-Identification
Evgeniya Ustinova, Yaroslav Ganin, Victor Lempitsky
In this work we propose a new architecture for person re-identification. As the task of re-identification is inherently associated with embedding learning and non-rigid appearance…
Domain-Adversarial Training of Neural Networks
Yaroslav Ganin, Evgeniya Ustinova, Hana Ajakan +5
We introduce a new representation learning approach for domain adaptation, in which data at training and test time come from similar but different distributions. Our approach is di…