2 code implementations • 29 Nov 2023 • Yaopeng Peng, Milan Sonka, Danny Z. Chen
We evaluate our method on several public medical image segmentation datasets for skin lesion segmentation and polyp segmentation, and the experimental results demonstrate the segmentation accuracy of our new method over state-of-the-art methods, while preserving memory and computational efficiency.
1 code implementation • 28 Nov 2023 • Yaopeng Peng, Hongxiao Wang, Milan Sonka, Danny Z. Chen
The PH module is lightweight and capable of integrating topological features into any CNN or Transformer architectures in an end-to-end fashion.
no code implementations • 16 Nov 2022 • Yejia Zhang, Nishchal Sapkota, Pengfei Gu, Yaopeng Peng, Hao Zheng, Danny Z. Chen
Understanding of spatial attributes is central to effective 3D radiology image analysis where crop-based learning is the de facto standard.