2 citations · 9 across the 6 of their papers we have counts for
6 papers
Attribute-Aware Implicit Modality Alignment for Text Attribute Person Search
Xin Wang, Fangfang Liu, Zheng Li +1
Text attribute person search aims to find specific pedestrians through given textual attributes, which is very meaningful in the scene of searching for designated pedestrians throu…
Boundary-Aware Proposal Generation Method for Temporal Action Localization
Hao Zhang, Chunyan Feng, Jiahui Yang +2
The goal of Temporal Action Localization (TAL) is to find the categories and temporal boundaries of actions in an untrimmed video. Most TAL methods rely heavily on action recogniti…
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…
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…
Image-Text Retrieval with Binary and Continuous Label Supervision
Zheng Li, Caili Guo, Zerun Feng +3
Most image-text retrieval work adopts binary labels indicating whether a pair of image and text matches or not. Such a binary indicator covers only a limited subset of image-text s…
Unified Loss of Pair Similarity Optimization for Vision-Language Retrieval
Zheng Li, Caili Guo, Xin Wang +3
There are two popular loss functions used for vision-language retrieval, i.e., triplet loss and contrastive learning loss, both of them essentially minimize the difference between…