Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning

no code implementations • 2 Jul 2020 • Hui Xie, Zhe Pan, Leixin Zhou, Fahim A Zaman, Danny Chen, Jost B Jonas, Yaxing Wang, Xiaodong Wu

In this work, we propose to parameterize the surface cost functions in the graph model and leverage DL to learn those parameters.

Medical Image Segmentation Semantic Segmentation

Quantization of Fully Convolutional Networks for Accurate Biomedical Image Segmentation

no code implementations • CVPR 2018 • Xiaowei Xu, Qing Lu, Yu Hu, Lin Yang, Sharon Hu, Danny Chen, Yiyu Shi

Unlike existing litera- ture on quantization which primarily targets memory and computation complexity reduction, we apply quan- tization as a method to reduce over tting in FCNs for better accuracy.

Quantization Semantic Segmentation