AI to help turn dog pics into 3D models
By Christian FullerBBC News, South East
University of SurreyPhotographs of dogs could be used to help generate 3D models more accurately, a study has revealed.
Researchers at the University of Surrey taught an artificial intelligence (AI) system to predict the 3D pose from a 2D image of a dog.
A myriad of virtual dogs were created using the video game Grand Theft Auto.
Postgraduate research student Moira Shooter said: “From ecology to animation, this neat solution has so many possible uses.”
One way to teach AI to get 3D information from 2D images is to show it photos while giving it information about 3D ‘ground truth’ – where the objects are in 3D space.
For humans, that means wearing motion capture suits.
Unable to replicate the same with dogs, researchers altered the code of Grand Theft Auto V, switching the main character for one of eight breeds of dog – a process known as modding.
University of SurreyThey generated 118 videos of the dogs sitting, walking, barking and running in a range of different weather and lighting conditions.
The team called their new database DigiDogs, which was made up of 27,900 frames.
They now plan to fine tune the system using Meta’s DINOv2 model to make sure it can predict a 3D pose just as well from real dog pictures.
“Our model was trained on CGI dogs, but we were able to use it to make 3D skeletal models from photographs of real animals,” Ms Shooter said.
“That could let conservationists spot injured wildlife, or help artists create more realistic animals in the metaverse.
She added: “3D poses contain so much more information than 2D photographs.”
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