no code implementations • 28 Mar 2024 • Tianyi Liu, Zhaorui Tan, Kaizhu Huang, Haochuan Jiang
Medical image segmentation presents the challenge of segmenting various-size targets, demanding the model to effectively capture both local and global information.
1 code implementation • 29 Feb 2024 • Zhaorui Tan, Xi Yang, Kaizhu Huang
Multi-domain generalization (mDG) is universally aimed to minimize the discrepancy between training and testing distributions to enhance marginal-to-label distribution mapping.
1 code implementation • 13 Dec 2023 • Zhaorui Tan, Xi Yang, Kaizhu Huang
In particular, we propose to augment texts in the semantic space via an Implicit Textual Semantic Preserving Augmentation ($ITA$), in conjunction with a specifically designed Image Semantic Regularization Loss ($L_r$) as Generated Image Semantic Conservation, to cope well with semantic mismatch and collapse.
1 code implementation • 27 Oct 2022 • Zhaorui Tan, Xi Yang, Zihan Ye, Qiufeng Wang, Yuyao Yan, Anh Nguyen, Kaizhu Huang
Generating consistent and high-quality images from given texts is essential for visual-language understanding.