no code implementations • 3 Jan 2024 • Zheng Yuan, Jie Zhang, Yude Wang, Shiguang Shan, Xilin Chen
The attention mechanism has been proven effective on various visual tasks in recent years.
1 code implementation • Pattern Recognition 2022 • Yude Wang, Jie Zhang, Meina Kan, Shiguang Shan
Firstly, we introduce a class-aware cross entropy (CCE) loss for network training.
2 code implementations • CVPR 2020 • Yude Wang, Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen
Our method is based on the observation that equivariance is an implicit constraint in fully supervised semantic segmentation, whose pixel-level labels take the same spatial transformation as the input images during data augmentation.
Data Augmentation Weakly supervised Semantic Segmentation +1
1 code implementation • 9 Sep 2019 • Yude Wang, Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen
This regularized CAM can be embedded in most recent advanced weakly supervised semantic segmentation framework.