Generalization through Simulation: Integrating Simulated and Real Data
into Deep Reinforcement Learning for Vision-Based Autonomous Flight

Generalization through Simulation: Integrating Simulated and Real Data into Deep Reinforcement Learning for Vision-Based Autonomous Flight

11 February 2019

Suneel Belkhale

Pieter Abbeel

Papers citing "Generalization through Simulation: Integrating Simulated and Real Data into Deep Reinforcement Learning for Vision-Based Autonomous Flight"

16 / 16 papers shown

Title
A Twin Delayed Deep Deterministic Policy Gradient Algorithm for Autonomous Ground Vehicle Navigation via Digital Twin Perception Awareness K. Olayemi Mien Van Seán F. McLoone Yuzhu Sun Jack Close Minh-Nhat Nguyen Stephen McIlvanna 37 3 0 22 Mar 2024
Hindsight States: Blending Sim and Real Task Elements for Efficient Reinforcement Learning Simon Guist Jan Schneider-Barnes Alexander Dittrich V. Berenz Bernhard Schölkopf Dieter Buchler 19 3 0 03 Mar 2023
Active Perception Applied To Unmanned Aerial Vehicles Through Deep Reinforcement Learning Matheus G. Mateus Ricardo B. Grando Paulo L. J. Drews-Jr 11 2 0 13 Sep 2022
Aggressive Quadrotor Flight Using Curiosity-Driven Reinforcement Learning Q. Sun Jinbao Fang Weixing Zheng Yang Tang 17 27 0 26 Mar 2022
Double Critic Deep Reinforcement Learning for Mapless 3D Navigation of Unmanned Aerial Vehicles Ricardo B. Grando J. C. Jesus V. A. Kich A. H. Kolling P. Drews 14 34 0 27 Dec 2021
Training Lightweight CNNs for Human-Nanodrone Proximity Interaction from Small Datasets using Background Randomization Marco Ferri Dario Mantegazza Elia Cereda Nicky Zimmerman L. Gambardella Daniele Palossi Jérôme Guzzi Alessandro Giusti 19 0 0 27 Oct 2021
BEHAVIOR: Benchmark for Everyday Household Activities in Virtual, Interactive, and Ecological Environments S. Srivastava Chengshu Li Michael Lingelbach Roberto Martín-Martín Fei Xia ... C. Karen Liu Silvio Savarese H. Gweon Jiajun Wu Li Fei-Fei LM&Ro 138 155 0 06 Aug 2021
Why Generalization in RL is Difficult: Epistemic POMDPs and Implicit Partial Observability Dibya Ghosh Jad Rahme Aviral Kumar Amy Zhang Ryan P. Adams Sergey Levine OffRL 270 108 0 13 Jul 2021
Deep Reinforcement Learning for Mapless Navigation of a Hybrid Aerial Underwater Vehicle with Medium Transition Ricardo B. Grando J. C. Jesus V. A. Kich A. H. Kolling Nicolas P. Bortoluzzi P. Pinheiro A. A. Neto Paulo L. J. Drews-Jr 6 38 0 23 Mar 2021
Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs Daniele Palossi Nicky Zimmerman Alessio Burrello Francesco Conti H. Müller L. Gambardella Luca Benini Alessandro Giusti Jérôme Guzzi 14 51 0 19 Mar 2021
Learning to Seek: Autonomous Source Seeking with Deep Reinforcement Learning Onboard a Nano Drone Microcontroller Bardienus P. Duisterhof Srivatsan Krishnan Jonathan J. Cruz Colby R. Banbury William Fu Aleksandra Faust Guido de Croon Vijay Janapa Reddi 13 25 0 25 Sep 2019
Situational Fusion of Visual Representation for Visual Navigation Bokui (William) Shen Danfei Xu Yuke Zhu Leonidas J. Guibas Fei-Fei Li Silvio Savarese SSL 14 62 0 24 Aug 2019
Sim-to-(Multi)-Real: Transfer of Low-Level Robust Control Policies to Multiple Quadrotors Artem Molchanov Tao Chen Wolfgang Hönig James A. Preiss Nora Ayanian Gaurav Sukhatme 24 106 0 11 Mar 2019
Combining Optimal Control and Learning for Visual Navigation in Novel Environments Somil Bansal Varun Tolani Saurabh Gupta Jitendra Malik Claire Tomlin 13 162 0 06 Mar 2019
CAD2RL: Real Single-Image Flight without a Single Real Image Fereshteh Sadeghi Sergey Levine SSL 218 809 0 13 Nov 2016
Modular Deep Q Networks for Sim-to-real Transfer of Visuo-motor Policies Fangyi Zhang Jurgen Leitner Michael Milford Peter Corke 26 39 0 21 Oct 2016