MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation

no code implementations • 18 Mar 2024 • Haoyu Zhao, Wenhui Dong, Rui Yu, Zhou Zhao, Du Bo, Yongchao Xu

The task of single-source domain generalization (SDG) in medical image segmentation is crucial due to frequent domain shifts in clinical image datasets.

Data Augmentation Domain Generalization +4

Scale-aware Test-time Click Adaptation for Pulmonary Nodule and Mass Segmentation

1 code implementation • 28 Jul 2023 • Zhihao LI, Jiancheng Yang, Yongchao Xu, Li Zhang, Wenhui Dong, Bo Du

Extensive experiments on both open-source and in-house datasets consistently demonstrate the effectiveness of the proposed method over some CNN and Transformer-based segmentation methods.

Image Segmentation Management +4

Less is More: Focus Attention for Efficient DETR

4 code implementations • ICCV 2023 • Dehua Zheng, Wenhui Dong, Hailin Hu, Xinghao Chen, Yunhe Wang

DETR-like models have significantly boosted the performance of detectors and even outperformed classical convolutional models.