Deep learning based supervised semantic segmentation of Electron Cryo-Subtomograms

no code implementations • 12 Feb 2018 • Chang Liu, Xiangrui Zeng, Ruogu Lin, Xiaodan Liang, Zachary Freyberg, Eric Xing, Min Xu

Cellular Electron Cryo-Tomography (CECT) is a powerful imaging technique for the 3D visualization of cellular structure and organization at submolecular resolution.

Segmentation Semantic Segmentation

Correlated and Individual Multi-Modal Deep Learning for RGB-D Object Recognition

no code implementations • 6 Apr 2016 • Ziyan Wang, Jiwen Lu, Ruogu Lin, Jianjiang Feng, Jie zhou

Specifically, we construct a pair of deep convolutional neural networks (CNNs) for the RGB and depth data, and concatenate them at the top layer of the network with a loss function which learns a new feature space where both correlated part and the individual part of the RGB-D information are well modelled.

Object Object Recognition