18 citations · 25 across the 5 of their papers we have counts for
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cs.LG2019★ 2 cited
HAL: Improved Text-Image Matching by Mitigating Visual Semantic Hubs
Fangyu Liu, Rongtian Ye, Xun Wang +1
The hubness problem widely exists in high-dimensional embedding space and is a fundamental source of error for cross-modal matching tasks. In this work, we study the emergence of h…
cs.LG2019★ 1 cited
A Strong and Robust Baseline for Text-Image Matching
Fangyu Liu, Rongtian Ye
We review the current schemes of text-image matching models and propose improvements for both training and inference. First, we empirically show limitations of two popular loss (su…