24 citations · 38 across the 7 of their papers we have counts for
3 papers · 1 filter
Simple and Effective Balance of Contrastive Losses
Arnaud Sors, Rafael Sampaio de Rezende, Sarah Ibrahimi +1
Contrastive losses have long been a key ingredient of deep metric learning and are now becoming more popular due to the success of self-supervised learning. Recent research has sho…
Learning with Label Noise for Image Retrieval by Selecting Interactions
Sarah Ibrahimi, Arnaud Sors, Rafael Sampaio de Rezende +1
Learning with noisy labels is an active research area for image classification. However, the effect of noisy labels on image retrieval has been less studied. In this work, we propo…
Probabilistic Embeddings for Cross-Modal Retrieval
Sanghyuk Chun, Seong Joon Oh, Rafael Sampaio de Rezende +2
Cross-modal retrieval methods build a common representation space for samples from multiple modalities, typically from the vision and the language domains. For images and their cap…