US 12,238,445 B2
Apparatus and methods for providing precise motion estimation learning model
Won Je Choi, Suwon-si (KR); Sung Hyun Choi, Suwon-si (KR); and Hong Uk Woo, Suwon-si (KR)
Assigned to Research & Business Foundation Sungkyunkwan University, Suwon-si (KR)
Filed by RESEARCH & BUSINESS FOUNDATION SUNGKYUNKWAN UNIVERSITY, Suwon-si (KR)
Filed on Aug. 30, 2022, as Appl. No. 17/899,112.
Claims priority of application No. 10-2021-0117636 (KR), filed on Sep. 3, 2021.
Prior Publication US 2023/0122516 A1, Apr. 20, 2023
Int. Cl. H04N 5/14 (2006.01); G06T 13/40 (2011.01)
CPC H04N 5/145 (2013.01) [G06T 13/40 (2013.01)] 10 Claims
OG exemplary drawing
 
1. A precise motion estimation learning model providing apparatus, comprising:
a database unit which stores a standard dataset labeled according to a first number of key points, an animation dataset labeled according to a second number of key points which is larger than the first number, and a photorealistic dataset having the second number of key points;
a standard learning unit which learns the standard dataset for motion estimation to generate a standard learning model;
an animation learning unit which retrains the animation dataset based on a weight of the standard learning model to generate an animation learning model; and
a motion estimation learning unit which trains the photorealistic dataset based on the weight of the animation learning model to finely tune to generate a precise motion estimation learning model.