Search Results for author: Xiangru Jian

Found 5 papers, 2 papers with code

HaVTR: Improving Video-Text Retrieval Through Augmentation Using Large Foundation Models

no code implementations7 Apr 2024 Yimu Wang, Shuai Yuan, Xiangru Jian, Wei Pang, Mushi Wang, Ning Yu

While recent progress in video-text retrieval has been driven by the exploration of powerful model architectures and training strategies, the representation learning ability of video-text retrieval models is still limited due to low-quality and scarce training data annotations.

Hallucination Representation Learning +3

InvGC: Robust Cross-Modal Retrieval by Inverse Graph Convolution

1 code implementation20 Oct 2023 Xiangru Jian, Yimu Wang

However, a recent study shows that multi-modal data representations tend to cluster within a limited convex cone (as representation degeneration problem), which hinders retrieval performance due to the inseparability of these representations.

Cross-Modal Retrieval Retrieval

Balance Act: Mitigating Hubness in Cross-Modal Retrieval with Query and Gallery Banks

1 code implementation17 Oct 2023 Yimu Wang, Xiangru Jian, Bo Xue

In this work, we present a post-processing solution to address the hubness problem in cross-modal retrieval, a phenomenon where a small number of gallery data points are frequently retrieved, resulting in a decline in retrieval performance.

Cross-Modal Retrieval Retrieval

Communication-Efficient Decentralized Online Continuous DR-Submodular Maximization

no code implementations18 Aug 2022 Qixin Zhang, Zengde Deng, Xiangru Jian, Zaiyi Chen, Haoyuan Hu, Yu Yang

Maximizing a monotone submodular function is a fundamental task in machine learning, economics, and statistics.

Predicting the Expansion of Concrete Exposed to Sulfate Attack with a Regression Model Based on a Performance Classification

no code implementations11 Oct 2018 Xiangru Jian, Paulo J. M Monteiro, Kimberly E. Kurtis

This paper mainly describes the development of a new type of regression model to predict the long-term expansion of concrete subjected to a sulfate-rich environment.

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