gcDLSeg: Integrating Graph-cut into Deep Learning for Binary Semantic Segmentation

no code implementations • 7 Dec 2023 • Hui Xie, Weiyu Xu, Ya Xing Wang, John Buatti, Xiaodong Wu

To combine the strengths of both approaches, we propose in this study to integrate the graph-cut approach into a deep learning network for end-to-end learning.

Segmentation Semantic Segmentation

Deep Neural Networks for Surface Segmentation Meet Conditional Random Fields

no code implementations • 11 Jun 2019 • Leixin Zhou, Zisha Zhong, Abhay Shah, Bensheng Qiu, John Buatti, Xiaodong Wu

To the best of our knowledge, this is the first study to apply a 3-D neural network with a CRFs model for direct surface segmentation.

Object Segmentation +1