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Disney Research


Machines just revealed the evolution of language

Machine learning scientists at Disney Research developed a dynamic word embeddings model that uncovers how the meanings of words change over time. The model, which integrates neural networks and statistics used in rocket control systems, detects semantic change throughout history by analyzing semantic vector spaces.

Making animated characters jump just got easier

A new tool from Disney Research enables novices and experts alike to create high-quality motion cycles in a matter of minutes, enhancing the creative process and expanding artist contributions. The tool uses an algorithm to extract the motion cycle from a performance, allowing for editing and customization.

Neural nets model audience reactions to movies

A new technique called factorized variational autoencoders (FVAEs) uses neural networks to predict a viewer's facial expressions for the remainder of the movie after observing an audience member for just a few minutes. The approach demonstrated impressive accuracy in predicting reactions, outperforming conventional methods.

Computers using linguistic clues to deduce photo content

Researchers at Disney Research and UC Davis have developed a method for computer vision programs to understand spatial relationships in images based on caption sentence structure. This approach enables accurate visual localizations for language inputs, outperforming baseline systems that do not consider natural language structure.

Crowd workers help robot keep conversation fresh

A Disney Research team created an automated method of crowdsourcing multiple lines of dialogue for robots, using a persistent interactive personality that can translate high-level goals into simple narratives. The method was tested in a trivia contest and resulted in 716 unique lines of dialogue.

Single camera can capture high quality facial performance

A single camera can capture high-quality facial performance using a new method developed by Disney Research, which takes into account the underlying facial anatomy and skin thickness. This approach allows for robust and accurate tracking of facial expressions without requiring multiple cameras or extensive pre-computed facial motions.

Design tool transforms objects into intricate works of art

A computational design tool developed by Disney Research enables users to create delicate, yet structurally sound, 3D objects with interconnected shapes. The tool helps identify and strengthen weak areas in the designs, making it possible for the general public to create beautiful artifacts that also withstand handling and shipping.