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.
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Inventors:
LIU LIU (CN)
XU YUHUA (CN)
YAN MIN (CN)
YU YU SHAN (CN)
YANG XIAOLI (CN)
ZHAO XIN (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:
Assignee:
ORADAR TECH COMPANY LIMITED (CN)
International Classes:
G06N3/04
Domestic Patent References:
WO2021013334A1 | 2021-01-28 |
Foreign References:
CN113780349A | 2021-12-10 | |||
CN112541482A | 2021-03-23 | |||
CN112330729A | 2021-02-05 | |||
CN110148086A | 2019-08-20 |
Attorney, Agent or Firm:
SHENZHEN HUNS INTELLECTUAL PROPERTY (CN)
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