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.

Date of Patent:
May. 21, 2024

Filed:

Apr. 05, 2021
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Xiyang Dai, Seattle, WA (US);

Yinpeng Chen, Sammamish, WA (US);

Bin Xiao, Bellevue, WA (US);

Dongdong Chen, Bellevue, WA (US);

Mengchen Liu, Redmond, WA (US);

Lu Yuan, Redmond, WA (US);

Lei Zhang, Bellevue, WA (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06V 20/64 (2022.01); G02B 27/01 (2006.01); G06T 3/06 (2024.01); G06T 3/40 (2006.01);
U.S. Cl.
CPC ...
G06V 20/64 (2022.01); G02B 27/0172 (2013.01); G06T 3/06 (2024.01); G06T 3/40 (2013.01);
Abstract

Systems and methods for object detection generate a feature pyramid corresponding to image data, and rescaling the feature pyramid to a scale corresponding to a median level of the feature pyramid, wherein the rescaled feature pyramid is a four-dimensional (4D) tensor. The 4D tensor is reshaped into a three-dimensional (3D) tensor having individual perspectives including scale features, spatial features, and task features corresponding to different dimensions of the 3D tensor. The 3D tensor is used with a plurality of attention layers to update a plurality of feature maps associated with the image data. Object detection is performed on the image data using the updated plurality of feature maps.


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