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Patent Searching and Data


Title:
ACQUISITION METHOD FOR TRAINING SAMPLE SET, MODEL TRAINING METHOD AND RELATED APPARATUS
Document Type and Number:
WIPO Patent Application WO/2023/015880
Kind Code:
A1
Abstract:
Disclosed in the present application are an acquisition method for a training sample set, a model training method and a related apparatus. The acquisition method comprises: acquiring several image groups, and determining an image difference degree between a first dense depth map and a first sparse depth map in each image group; and selecting an image group, the image difference degree of which meets a preset condition, from among the several image groups, so as to obtain a training sample set. In the present application, dense depth maps are acquired by means of a binocular camera, image difference degrees between the dense depth maps and sparse depth maps, which are acquired by means of a distance measurement apparatus, are determined, and an image group, the image difference degree of which meets a preset condition, is taken as a training sample. In this way, by using the dense depth maps acquired by means of the binocular camera, the reliability of the dense depth maps can be ensured; and the dense depth maps are screened by means of the sparse depth maps acquired by means of the distance measurement apparatus, and a dense depth map having a large deviation from an actual scenario is eliminated to improve the accuracy of a dense depth map serving as a ground truth, thereby improving the model performance of a depth information completing model which is obtained by performing training on the basis of a training sample set.

Inventors:
LIU LIU (CN)
XU YUHUA (CN)
YAN MIN (CN)
YU YU SHAN (CN)
YANG XIAOLI (CN)
ZHAO XIN (CN)
Application Number:
PCT/CN2022/080515
Publication Date:
February 16, 2023
Filing Date:
March 13, 2022
Export Citation:
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Assignee:
ORADAR TECH COMPANY LIMITED (CN)
International Classes:
G06N3/04
Domestic Patent References:
WO2021013334A12021-01-28
Foreign References:
CN113780349A2021-12-10
CN112541482A2021-03-23
CN112330729A2021-02-05
CN110148086A2019-08-20
Attorney, Agent or Firm:
SHENZHEN HUNS INTELLECTUAL PROPERTY (CN)
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