Training deep networks with synthetic data: Bridging the reality gap by domain randomization
… [35] was used to … to this body of research, our goal is to use synthetic data to train networks
that detect complex, real-world objects. A similar approach to domain randomization is to …
that detect complex, real-world objects. A similar approach to domain randomization is to …
Deep object pose estimation for semantic robotic grasping of household objects
… a one-shot deep neural network that is able to perform competitively against a state-of-the-art …
To our knowledge, this is the first deep network trained only on synthetic data that is able to …
To our knowledge, this is the first deep network trained only on synthetic data that is able to …
Falling things: A synthetic dataset for 3d object detection and pose estimation
J Tremblay, T To, S Birchfield - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
… center the coordinate frame at the object centroid, and rotation was applied to … to avoid
initial penetration. The objects were then allowed to fall under the force of gravity, as well as to …
initial penetration. The objects were then allowed to fall under the force of gravity, as well as to …
6-DoF pose estimation of household objects for robotic manipulation: An accessible dataset and benchmark
S Tyree, J Tremblay, T To, J Cheng… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
… We offer this dataset to the community to … to provide a dataset for perception researchers
to design and test their algorithms—we also want to support robotics researchers who need to …
to design and test their algorithms—we also want to support robotics researchers who need to …
Camera-to-robot pose estimation from a single image
TE Lee, J Tremblay, T To, J Cheng… - … on Robotics and …, 2020 - ieeexplore.ieee.org
We present an approach for estimating the pose of an external camera with respect to a robot
using a single RGB image of the robot. The image is processed by a deep neural network …
using a single RGB image of the robot. The image is processed by a deep neural network …
Synthetically trained neural networks for learning human-readable plans from real-world demonstrations
We present a system to infer and execute a human-readable program from a real-world
demonstration. The system consists of a series of neural networks to perform perception, …
demonstration. The system consists of a series of neural networks to perform perception, …
Toward sim-to-real directional semantic grasping
…, J Tremblay, A Campbell, K Leung, T To… - … on Robotics and …, 2020 - ieeexplore.ieee.org
… The goal of this work is to learn a policy in simulation (left) that transfers to the real world (…
The question we address in this work is whether it is possible to learn an end-to-end policy to …
The question we address in this work is whether it is possible to learn an end-to-end policy to …
The effect of electron beam on nanocrystallites size, strain and structural parameters of the silicon carbide nanopowder
…, B Abdurakhimov, MN Mirzayev, TX Thang - … Journal of Modern …, 2019 - World Scientific
… It is well-known that the structure of silicon carbide belongs to following four space … to rule
the properties (strain) of the silicon carbide nanopowders. Therefore, the aim of this study is to …
the properties (strain) of the silicon carbide nanopowders. Therefore, the aim of this study is to …
Effects of neutron irradiation at different fluencies on nanosized anatase titanium dioxide
…, H Mahmudov, M Belova, F Mamedov, T Thang… - Radiation Physics and …, 2022 - Elsevier
… the bigger surface to volume ratio may contribute to the more rapid onset of such an effect. …
pointing to reactions leading to oxygen and hydrogen species conversion to bridged hydroxils …
pointing to reactions leading to oxygen and hydrogen species conversion to bridged hydroxils …
[PDF][PDF] Novel polymer-based hydrogels of recent research in drug delivery for disease treatment related to SARS-CoV-2 virus.
… systems to combat not only COVID-19 but also a spectrum of other infectious diseases. This
study is dedicated to … Additionally, the paper provides an up-to-date evaluation of the latest …
study is dedicated to … Additionally, the paper provides an up-to-date evaluation of the latest …