Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation

We describe a new model for understanding hierarchical natural language commands for robot navigation and manipulation. The model has three components: a semantic structure that captures the hierarchical structure of language; a cost function that maps the command's semantic structure to the ro...

Full description

Bibliographic Details
Main Authors: Kollar, Thomas, Dickerson, Steven, Tellex, Stefanie, Banerjee, Ashis Gopal, Walter, Matthew R., Teller, Seth, Roy, Nicholas
Other Authors: Nick Roy
Published: 2011
Subjects:
Online Access:http://hdl.handle.net/1721.1/60883
_version_ 1826193638372147200
author Kollar, Thomas
Dickerson, Steven
Tellex, Stefanie
Banerjee, Ashis Gopal
Walter, Matthew R.
Teller, Seth
Roy, Nicholas
author2 Nick Roy
author_facet Nick Roy
Kollar, Thomas
Dickerson, Steven
Tellex, Stefanie
Banerjee, Ashis Gopal
Walter, Matthew R.
Teller, Seth
Roy, Nicholas
author_sort Kollar, Thomas
collection MIT
description We describe a new model for understanding hierarchical natural language commands for robot navigation and manipulation. The model has three components: a semantic structure that captures the hierarchical structure of language; a cost function that maps the command's semantic structure to the robot's sensorimotor capabilities; and an efficient search method for finding the lowest-cost plan. We present a proof-of-concept system that carries out navigation commands in a simulated setting.
first_indexed 2024-09-23T09:42:18Z
id mit-1721.1/60883
institution Massachusetts Institute of Technology
last_indexed 2024-09-23T09:42:18Z
publishDate 2011
record_format dspace
spelling mit-1721.1/608832019-04-10T21:58:16Z Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation Kollar, Thomas Dickerson, Steven Tellex, Stefanie Banerjee, Ashis Gopal Walter, Matthew R. Teller, Seth Roy, Nicholas Nick Roy Robotics, Vision & Sensor Networks graphical models SDC ESDC grounding We describe a new model for understanding hierarchical natural language commands for robot navigation and manipulation. The model has three components: a semantic structure that captures the hierarchical structure of language; a cost function that maps the command's semantic structure to the robot's sensorimotor capabilities; and an efficient search method for finding the lowest-cost plan. We present a proof-of-concept system that carries out navigation commands in a simulated setting. 2011-02-02T22:45:06Z 2011-02-02T22:45:06Z 2011-02-01 http://hdl.handle.net/1721.1/60883 MIT-CSAIL-TR-2011-007 2 p. application/pdf
spellingShingle graphical models
SDC
ESDC
grounding
Kollar, Thomas
Dickerson, Steven
Tellex, Stefanie
Banerjee, Ashis Gopal
Walter, Matthew R.
Teller, Seth
Roy, Nicholas
Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation
title Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation
title_full Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation
title_fullStr Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation
title_full_unstemmed Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation
title_short Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation
title_sort towards understanding hierarchical natural language commands for robotic navigation and manipulation
topic graphical models
SDC
ESDC
grounding
url http://hdl.handle.net/1721.1/60883
work_keys_str_mv AT kollarthomas towardsunderstandinghierarchicalnaturallanguagecommandsforroboticnavigationandmanipulation
AT dickersonsteven towardsunderstandinghierarchicalnaturallanguagecommandsforroboticnavigationandmanipulation
AT tellexstefanie towardsunderstandinghierarchicalnaturallanguagecommandsforroboticnavigationandmanipulation
AT banerjeeashisgopal towardsunderstandinghierarchicalnaturallanguagecommandsforroboticnavigationandmanipulation
AT waltermatthewr towardsunderstandinghierarchicalnaturallanguagecommandsforroboticnavigationandmanipulation
AT tellerseth towardsunderstandinghierarchicalnaturallanguagecommandsforroboticnavigationandmanipulation
AT roynicholas towardsunderstandinghierarchicalnaturallanguagecommandsforroboticnavigationandmanipulation