US 11,915,350 B2
Training one-shot instance segmenters using synthesized images
Ping Guo, Beijing (CN); Wei Hu, Beijing (CN); Yimin Zhang, Beijing (CN); and Renjing Pei, Wuhan (CN)
Assigned to INTEL CORPORATION, Santa Clara, CA (US)
Appl. No. 16/972,931
Filed by Intel Corporation, Santa Clara, CA (US)
PCT Filed Aug. 29, 2018, PCT No. PCT/CN2018/102927
§ 371(c)(1), (2) Date Dec. 7, 2020,
PCT Pub. No. WO2020/042004, PCT Pub. Date Mar. 5, 2020.
Prior Publication US 2021/0248418 A1, Aug. 12, 2021
Int. Cl. G06F 18/214 (2023.01); G06T 5/50 (2006.01); G06T 7/194 (2017.01); G06T 11/40 (2006.01); G06T 11/60 (2006.01)
CPC G06T 11/60 (2013.01) [G06F 18/2148 (2023.01); G06T 5/50 (2013.01); G06T 7/194 (2017.01); G06T 11/40 (2013.01); G06T 2207/20221 (2013.01)] 25 Claims
OG exemplary drawing
 
1. An apparatus comprising:
interface circuitry;
instructions; and
processor circuitry to execute the instructions to:
generate augmented foregrounds based on a foreground object in a frame and based on a mask;
generate augmented backgrounds based on the frame, the mask, and separate images, the augmented backgrounds including a first frame background generated by removing and inpainting a masked portion of the frame; and
generate synthesized images based on the augmented foregrounds and the augmented backgrounds, a first plurality of the synthesized images based on the first frame background, a second plurality of the synthesized images based on color and semantic-correlated backgrounds generated based on ones of the separate images.