Q-Net: Query-Informed Few-Shot Medical Image Segmentation

1 code implementation • 24 Aug 2022 • Qianqian Shen, Yanan Li, Jiyong Jin, Bin Liu

Deep learning has achieved tremendous success in computer vision, while medical image segmentation (MIS) remains a challenge, due to the scarcity of data annotations.

Anomaly Detection Image Segmentation +3

PFGE: Parsimonious Fast Geometric Ensembling of DNNs

1 code implementation • 14 Feb 2022 • Hao Guo, Jiyong Jin, Bin Liu

Ensemble methods are commonly used to enhance the generalization performance of machine learning models.

Stochastic Weight Averaging Revisited

1 code implementation • 3 Jan 2022 • Hao Guo, Jiyong Jin, Bin Liu

PSWA outperforms its backbone SGD remarkably, providing experimental evidences for the existence of global geometric structures.