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Where Does the Performance Improvement Come From? -- A Reproducibility Concern about Image-Text Retrieval
Jun Rao, Fei Wang, Liang Ding +4
This article aims to provide the information retrieval community with some reflections on recent advances in retrieval learning by analyzing the reproducibility of image-text retri…
Comprehensive Graph-conditional Similarity Preserving Network for Unsupervised Cross-modal Hashing
Jun Yu, Hao Zhou, Yibing Zhan +1
Unsupervised cross-modal hashing (UCMH) has become a hot topic recently. Current UCMH focuses on exploring data similarities. However, current UCMH methods calculate the similarity…
Query-Adaptive Hash Code Ranking for Large-Scale Multi-View Visual Search
Xianglong Liu, Lei Huang, Cheng Deng +2
Hash based nearest neighbor search has become attractive in many applications. However, the quantization in hashing usually degenerates the discriminative power when using Hamming…
Triplet-Based Deep Hashing Network for Cross-Modal Retrieval
Cheng Deng, Zhaojia Chen, Xianglong Liu +2
Given the benefits of its low storage requirements and high retrieval efficiency, hashing has recently received increasing attention. In particular,cross-modal hashing has been wid…
Learning Decorrelated Hashing Codes for Multimodal Retrieval
Dayong Tian
In social networks, heterogeneous multimedia data correlate to each other, such as videos and their corresponding tags in YouTube and image-text pairs in Facebook. Nearest neighbor…