no code implementations • 25 Aug 2024 • Lei LI, Hannah Smith, Yilin Lyu, Julia Camps, Blanca Rodriguez, Abhirup Banerjee, Vicente Grau
However, current studies commonly rely on additional acquisition of torso imaging and manual/semi-automatic methods for ECG electrode localization.
1 code implementation • NeurIPS 2023 • Yilin Lyu, Liyuan Wang, Xingxing Zhang, Zicheng Sun, Hang Su, Jun Zhu, Liping Jing
Continual learning entails learning a sequence of tasks and balancing their knowledge appropriately.
1 code implementation • 28 Apr 2023 • Yilin Lyu, Xin Liu, Mingyang Song, Xinyue Wang, Yaxin Peng, Tieyong Zeng, Liping Jing
The recent PAC-Bayes IB uses information complexity instead of information compression to establish a connection with the mutual information generalization bound.
1 code implementation • IEEE Transactions on Pattern Analysis and Machine Intelligence 2023 • Xinyue Wang, Liping Jing, Yilin Lyu, Mingzhe Guo, Jiaqi Wang, Huafeng Liu, Jian Yu, and Tieyong Zeng
In this paper, a deep generative classifier is proposed to mitigate this issue via both model perturbation and data perturbation.
no code implementations • Science China Information Sciences 2023 • Yilin Lyu, Liping Jing, Jiaqi Wang, Mingzhe Guo, Xinyue Wang & Jian Yu
In particular, one subnetwork is for coarse-scale patches to learn the discriminative regions with the aid of the innate multi-head self-attention mechanism of the transformer.
no code implementations • 7 Jan 2022 • Mingzhe Guo, Zhipeng Zhang, Heng Fan, Liping Jing, Yilin Lyu, Bing Li, Weiming Hu
The proposed GIM module and InBN mechanism are general and applicable to different backbone types including CNN and Transformer for improvements, as evidenced by our extensive experiments on multiple benchmarks.