Patent · US Active

Multi-scale distillation for low-resolution detection

US12136185B2 · kind B2 · utility

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Key dates

Filing dateNov 16, 2021
Grant dateNov 5, 2024
Priority date
Expiry dateJan 28, 2043

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N3/048
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Systems and methods for image processing are described. The systems and methods include receiving a low-resolution image; generating a feature map based on the low-resolution image using an encoder of a student network, wherein the encoder of the student network is trained based on comparing a predicted feature map from the encoder of the student network and a fused feature map from a teacher network, and wherein the fused feature map represents a combination of first feature map from a high-resolution encoder of the teacher network and a second feature map from a low-resolution encoder of the teacher network; and decoding the feature map to obtain prediction information for the low-resolution image.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.