The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Sep. 01, 2026
Filed:
Dec. 22, 2023
Toyota Research Institute, Inc., Los Altos, CA (US);
Carnegie Mellon University, Pittsburgh, PA (US);
The Board of Trustees of the University of Illinois, Urbana, IL (US);
Zhipeng Bao, Pittsburgh, PA (US);
Pavel Tokmakov, Santa Monica, CA (US);
Yuxiong Wang, Champaign, IL (US);
Adrien David Gaidon, San Jose, CA (US);
Martial Hebert, Pittsburgh, PA (US);
Abstract
A method for learning a representation of a sequence of frames includes encoding, via an encoder network, the sequence of frames to obtain a set of feature maps and extracting, a motion-guided slot learning mechanism, mid-level features from the set of feature maps. The method further includes quantizing the mid-level features via a vector quantization process to obtain a set of tokens, and decoding, via a decoder network, the tokens to obtain a reconstructed sequence of frames. The method still further includes optimizing a combination of a reconstruction loss and a motion loss to train the encoder and decoder networks.