Never-Ending Embodied Robot Learning

Overview

We propose a pioneering language-conditioned Never-ending Behavior-Cloning agent (i.e., NBCagent), which continually acquire skill-wise knowledge from skill-specific and skill-shared attributes with visual observations.

Simulation Videos

Kitchen

close microwave

meat off grill

open grill

open wine bottle

pick up cup

place wine at rack location

put knife on chopping board

stack wine

take plate off colored dish rack

turn tap

Living Room

close door

close laptop lid

hang frame on hanger

lamp on

open drawer

open window

push buttons

put item in drawer

put rubbish in bin

sweep to dustpan of size

take usb out of computer

water plants