12 citations · 13 across the 3 of their papers we have counts for
3 papers
cs.CV2022★ 12 cited
Q-Net: Query-Informed Few-Shot Medical Image Segmentation
Qianqian Shen, Yanan Li, Jiyong Jin +1
Deep learning has achieved tremendous success in computer vision, while medical image segmentation (MIS) remains a challenge, due to the scarcity of data annotations. Meta-learning…
cs.LG2022
PFGE: Parsimonious Fast Geometric Ensembling of DNNs
Hao Guo, Jiyong Jin, Bin Liu
Ensemble methods are commonly used to enhance the generalization performance of machine learning models. However, they present a challenge in deep learning systems due to the high…
cs.LG2022★ 1 cited
Stochastic Weight Averaging Revisited
Hao Guo, Jiyong Jin, Bin Liu
Averaging neural network weights sampled by a backbone stochastic gradient descent (SGD) is a simple yet effective approach to assist the backbone SGD in finding better optima, in…