Title:
MASK RECOGNITION MODEL TRAINING METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM
Document Type and Number:
WIPO Patent Application WO/2023/221608
Kind Code:
A1
Abstract:
The present application provides a mask recognition model training method and apparatus, a device, and a storage medium. The method comprises: respectively cutting each picture in a first training set into a plurality of image blocks having the same size, and performing tag labeling on the image blocks to obtain a second training set; respectively cutting each picture in a third training set into a plurality of image blocks having the same size, and performing tag labeling on the image blocks to obtain a fourth training set; pre-training a first preset model by using the second training set to obtain a pre-trained model; and performing formal training by using the fourth training set and a second preset model to obtain a mask recognition model, wherein the first preset model and the second preset model can use a YOLOV4-tiny network model, the YOLOV4-tiny network model comprises a backbone network and a remaining part of networks, and parameters of the backbone network of the models in the pre-training and formal training are frozen. According to the method, an operation speed of the model and the accuracy of recognition of a small target at a relatively long distance are improved.
Inventors:
MENG HAIXIU (CN)
WAN YECONG (CN)
CHEN LUCHENG (CN)
SHI SENMIN (CN)
ZHENG XUDONG (CN)
WAN YECONG (CN)
CHEN LUCHENG (CN)
SHI SENMIN (CN)
ZHENG XUDONG (CN)
Application Number:
PCT/CN2023/080248
Publication Date:
November 23, 2023
Filing Date:
March 08, 2023
Export Citation:
Assignee:
COSMO INST OF INDUSTRIAL INTELLIGENCE QINGDAO CO LTD (CN)
COSMOPLAT IOT TECH CO LTD (CN)
HAIER DIGITAL TECH QINGDAO CO LTD (CN)
COSMOPLAT IOT TECH CO LTD (CN)
HAIER DIGITAL TECH QINGDAO CO LTD (CN)
International Classes:
G06V40/16
Foreign References:
CN114898434A | 2022-08-12 | |||
CN114283469A | 2022-04-05 | |||
CN113989179A | 2022-01-28 | |||
CN114283462A | 2022-04-05 |
Attorney, Agent or Firm:
LEADER PATENT & TRADEMARK FIRM (CN)
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