no code implementations • 20 Mar 2019 • Xiaotong Chen, Rui Chen, Zhiqiang Sui, Zhefan Ye, Yanqi Liu, R. Iris Bahar, Odest Chadwicke Jenkins
In this work, we propose Generative Robust Inference and Perception (GRIP) as a two-stage object detection and pose estimation system that aims to combine relative strengths of discriminative CNNs and generative inference methods to achieve robust estimation.
no code implementations • 26 Jun 2018 • Zheming Zhou, Zhiqiang Sui, Odest Chadwicke Jenkins
In order to fully function in human environments, robot perception will need to account for the uncertainty caused by translucent materials.