2 papers
eess.IV2025
tCURLoRA: Tensor CUR Decomposition Based Low-Rank Parameter Adaptation and Its Application in Medical Image Segmentation
Guanghua He, Wangang Cheng, Hancan Zhu +2
Transfer learning, by leveraging knowledge from pre-trained models, has significantly enhanced the performance of target tasks. However, as deep neural networks scale up, full fine…
math.OC2024
An Efficient Two-Sided Sketching Method for Large-Scale Tensor Decomposition Based on Transformed Domains
Zhiguang Cheng, Gaohang Yu, Xiaohao Cai +1
Large tensors are frequently encountered in various fields such as computer vision, scientific simulations, sensor networks, and data mining. However, these tensors are often too l…