AI News, Who’s a good AI? Dog-based data creates a canine machine learning system
- On Thursday, October 4, 2018
- By Read More
Who’s a good AI? Dog-based data creates a canine machine learning system
We’ve trained machine learning systems to identify objects, navigate streets and recognize facial expressions, but as difficult as they may be, they don’t even touch the level of sophistication required to simulate, for example, a dog.
Well, although much work has been done to simulate the sub-tasks of perception like identifying an object and picking it up, little has been done in terms of “understanding visual data to the extent that an agent can take actions and perform tasks in the visual world.”
As an initial foray into this line of research, the team wanted to see if by monitoring the dog closely and mapping its movements and actions to the environment it sees, they could create a system that accurately predicted those movements.
There’s a GoPro camera on Kelp’s head, six inertial measurement units (on the legs, tail and trunk) to tell where everything is, a microphone and an Arduino that tied the data together.
They recorded many hours of activities — walking in various environments, fetching things, playing at a dog park, eating — syncing the dog’s movements to what it saw.
This agent, given certain sensory input — say a view of a room or street, or a ball flying past it — was to predict what a dog would do in that situation.
- On Monday, March 25, 2019
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