Class Similarity Transition: Decoupling Class Similarities and Imbalance from Generalized Few-shot Segmentation

1 code implementation • 8 Apr 2024 • Shihong Wang, Ruixun Liu, Kaiyu Li, Jiawei Jiang, Xiangyong Cao

This paper focuses on the relevance between base and novel classes, and improves GFSS in two aspects: 1) mining the similarity between base and novel classes to promote the learning of novel classes, and 2) mitigating the class imbalance issue caused by the volume difference between the support set and the training set.

E-LMC: Extended Linear Model of Coregionalization for Spatial Field Prediction

no code implementations • 1 Mar 2022 • Shihong Wang, Xueying Zhang, Yichen Meng, Wei W. Xing

Physical simulations based on partial differential equations typically generate spatial fields results, which are utilized to calculate specific properties of a system for engineering design and optimization.

Physical Simulations