Interactive Gibson: A Benchmark for Interactive Navigation in Cluttered Environments

10/30/2019
by   Fei Xia, et al.
17

We present Interactive Gibson, the first comprehensive benchmark for training and evaluating Interactive Navigation: robot navigation strategies where physical interaction with objects is allowed and even encouraged to accomplish a task. For example, the robot can move objects if needed in order to clear a path leading to the goal location. Our benchmark comprises two novel elements: 1) a new experimental setup, the Interactive Gibson Environment, which simulates high fidelity visuals of indoor scenes, and high fidelity physical dynamics of the robot and common objects found in these scenes; 2) a set of Interactive Navigation metrics which allows one to study the interplay between navigation and physical interaction. We present and evaluate multiple learning-based baselines in Interactive Gibson, and provide insights into regimes of navigation with different trade-offs between navigation path efficiency and disturbance of surrounding objects. We make our benchmark publicly available(https://sites.google.com/view/interactivegibsonenv) and encourage researchers from all disciplines in robotics (e.g. planning, learning, control) to propose, evaluate, and compare their Interactive Navigation solutions in Interactive Gibson.

READ FULL TEXT

page 1

page 3

page 4

page 5

page 7

page 9

research
10/24/2019

HRL4IN: Hierarchical Reinforcement Learning for Interactive Navigation with Mobile Manipulators

Most common navigation tasks in human environments require auxiliary arm...
research
09/22/2021

SOCIALGYM: A Framework for Benchmarking Social Robot Navigation

Robots moving safely and in a socially compliant manner in dynamic human...
research
02/07/2023

NeuronsGym: A Hybrid Framework and Benchmark for Robot Tasks with Sim2Real Policy Learning

The rise of embodied AI has greatly improved the possibility of general ...
research
05/08/2023

SwipeBot: DNN-based Autonomous Robot Navigation among Movable Obstacles in Cluttered Environments

In this paper, we propose a novel approach to wheeled robot navigation t...
research
05/08/2017

Optimized Data Representation for Interactive Multiview Navigation

In contrary to traditional media streaming services where a unique media...
research
09/22/2021

Learning Robust Agents for Visual Navigation in Dynamic Environments: The Winning Entry of iGibson Challenge 2021

This paper presents an approach for improving navigation in dynamic and ...
research
09/05/2022

On the Horizon: Interactive and Compositional Deepfakes

Over a five-year period, computing methods for generating high-fidelity,...

Please sign up or login with your details

Forgot password? Click here to reset