no code implementations • 30 Aug 2024 • Yanquan Huang, Liu Wei Zhen, Yun Hao, Mengyuan Zhang, Qingyao Wu, Zikun Deng, Xueming Liu, Hong Deng
For object detection detectors, enhancing model performance hinges on the ability to simultaneously consider inconsistencies across tasks and focus on difficult-to-train samples.
no code implementations • 18 Mar 2024 • Ziyi Chen, Mengyuan Zhang, Mustafa Mohammed Ahmed, Yi Guo, Thomas J. George, Jiang Bian, Yonghui Wu
Cancer treatments are known to introduce cardiotoxicity, negatively impacting outcomes and survivorship.
no code implementations • 28 Jan 2024 • Feihong He, Gang Li, Mengyuan Zhang, Leilei Yan, Lingyu Si, Fanzhang Li, Li Shen
In the decoder, we further modulate features from the dual streams based on a given content image and the corresponding style text prompt for precise style transfer.
no code implementations • 12 Sep 2023 • Mengyuan Zhang, Kai Liu
Sparse logistic regression is for classification and feature selection simultaneously.
no code implementations • 4 Jul 2023 • Mengyuan Zhang, Kai Liu
We study a class of non-convex and non-smooth problems with \textit{rank} regularization to promote sparsity in optimal solution.
no code implementations • 4 Jan 2023 • Mengyuan Zhang, Kai Liu
Multi-task learning aims to boost the generalization performance of multiple related tasks simultaneously by leveraging information contained in those tasks.
1 code implementation • 6 Sep 2022 • Mengyuan Zhang, Kai Liu
Nonnegative matrix factorization (NMF) is widely used for clustering with strong interpretability.
no code implementations • 27 Jun 2022 • Meisam Mohammady, Han Wang, Lingyu Wang, Mengyuan Zhang, Yosr Jarraya, Suryadipta Majumdar, Makan Pourzandi, Mourad Debbabi, Yuan Hong
Outsourcing anomaly detection to third-parties can allow data owners to overcome resource constraints (e. g., in lightweight IoT devices), facilitate collaborative analysis (e. g., under distributed or multi-party scenarios), and benefit from lower costs and specialized expertise (e. g., of Managed Security Service Providers).
no code implementations • 21 May 2022 • Mengyuan Zhang, Kai Liu
To address the above issues, in this paper we propose a novel Enriched Robust Multi-View Kernel Subspace Clustering framework where the consensus affinity matrix is learned from both multi-view data and spectral clustering.
no code implementations • 5 Sep 2019 • Justin Chen, Christopher Eur, Greg Yang, Mengyuan Zhang
Function classes are collections of Boolean functions on a finite set, which are fundamental objects of study in theoretical computer science.