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cs.CV2023★ 2 cited
Integrating Listwise Ranking into Pairwise-based Image-Text Retrieval
Zheng Li, Caili Guo, Xin Wang +2
Image-Text Retrieval (ITR) is essentially a ranking problem. Given a query caption, the goal is to rank candidate images by relevance, from large to small. The current ITR datasets…
cs.CV2023★ 2 cited
Selectively Hard Negative Mining for Alleviating Gradient Vanishing in Image-Text Matching
Zheng Li, Caili Guo, Xin Wang +2
Recently, a series of Image-Text Matching (ITM) methods achieve impressive performance. However, we observe that most existing ITM models suffer from gradients vanishing at the beg…