Adaptive Latent Graph Representation Learning for Image-Text Matching
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2022.3229631
Abstract: Image-text matching is a challenging task due to the modality gap. Many recent methods focus on modeling entity relationships to learn a common embedding space of image and text. However, these methods suffer from distractions… read more here.
Keywords: image text; text matching; graph; latent graph ... See more keywords
Learning Low-Dimensional Latent Graph Structures: A Density Estimation Approach
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2019.2917696
Abstract: We aim to automatically learn a latent graph structure in a low-dimensional space from high-dimensional, unsupervised data based on a unified density estimation framework for both feature extraction and feature selection, where the latent structure… read more here.
Keywords: graph structures; density estimation; latent graph; structure ... See more keywords