2 code implementations • 23 Aug 2020 • Yipu Zhao, Justin S. Smith, Patricio A. Vela
The cost-efficiency of visual(-inertial) SLAM (VSLAM) is a critical characteristic of resource-limited applications.
no code implementations • 9 Jun 2020 • Justin S. Smith, Nicholas Lubbers, Aidan P. Thompson, Kipton Barros
These forces provide much more information than the energy alone.
1 code implementation • 10 Mar 2020 • Justin S. Smith, Benjamin Nebgen, Nithin Mathew, Jie Chen, Nicholas Lubbers, Leonid Burakovsky, Sergei Tretiak, Hai Ah Nam, Timothy Germann, Saryu Fensin, Kipton Barros
The accuracy and robustness of an ML potential is primarily limited by the quality and diversity of the training dataset.
1 code implementation • 3 Mar 2020 • Yipu Zhao, Justin S. Smith, Sambhu H. Karumanchi, Patricio A. Vela
Visual-inertial SLAM is essential for robot navigation in GPS-denied environments, e. g. indoor, underground.
Robotics
no code implementations • 19 Aug 2019 • Alexander H. Chang, Shiyu Feng, Yipu Zhao, Justin S. Smith, Patricio A. Vela
As a first pass in this direction, we equip a wireless, monocular color camera to the head of a robotic snake.
3 code implementations • 28 Jan 2018 • Justin S. Smith, Ben Nebgen, Nicholas Lubbers, Olexandr Isayev, Adrian E. Roitberg
In this work, we present a fully automated approach for the generation of datasets with the intent of training universal ML potentials.
no code implementations • 29 Sep 2017 • Nicholas Lubbers, Justin S. Smith, Kipton Barros
We introduce the Hierarchically Interacting Particle Neural Network (HIP-NN) to model molecular properties from datasets of quantum calculations.
Ranked #13 on Formation Energy on QM9
no code implementations • 16 Aug 2017 • Justin S. Smith, Olexandr Isayev, Adrian E. Roitberg
One of the grand challenges in modern theoretical chemistry is designing and implementing approximations that expedite ab initio methods without loss of accuracy.
1 code implementation • 27 Oct 2016 • Justin S. Smith, Olexandr Isayev, Adrian E. Roitberg
Deep learning is revolutionizing many areas of science and technology, especially image, text and speech recognition.
Chemical Physics