Title:
IMAGE SEGMENTATION METHOD AND IMAGE PROCESSING DEVICE
Document Type and Number:
WIPO Patent Application WO/2020/177651
Kind Code:
A1
Abstract:
The present application discloses an image segmentation method in the field of artificial intelligence. The method comprises: obtaining an input image and a processing requirement; performing multi-level feature extraction on the input image so as to obtain a plurality of feature maps; downsampling the plurality of feature maps so as to obtain multiple feature maps having reference resolutions lower than the resolution of the input image; fusing the multiple feature maps having the reference resolutions, so as to obtain at least one feature map group; upsampling the feature map group using a transformation matrix W so as to obtain a target feature map group; and performing target processing on the target feature map group according to the processing requirement so as to obtain a target image. In the present application, multiple lower-resolution feature maps are fused to obtain a feature map group, and the feature map group is then upsampled by means of a transformation matrix W so as to obtain a target feature map group, thereby effectively reducing memory footprints and calculations, and improving the accuracy of image segmentation.
Inventors:
TIAN ZHI (AU)
HE TONG (AU)
SHEN CHUNHUA (AU)
YAN YOULIANG (CN)
XU SONGCEN (CN)
ZHOU YIREN (CN)
WU XIAOFEI (CN)
LIU JIANZHUANG (CN)
HE TONG (AU)
SHEN CHUNHUA (AU)
YAN YOULIANG (CN)
XU SONGCEN (CN)
ZHOU YIREN (CN)
WU XIAOFEI (CN)
LIU JIANZHUANG (CN)
Application Number:
PCT/CN2020/077366
Publication Date:
September 10, 2020
Filing Date:
March 01, 2020
Export Citation:
Assignee:
HUAWEI TECH CO LTD (CN)
International Classes:
G06K9/34
Foreign References:
CN110033003A | 2019-07-19 | |||
CN104794504A | 2015-07-22 | |||
CN109034162A | 2018-12-18 | |||
CN108876793A | 2018-11-23 |
Attorney, Agent or Firm:
SCIHEAD IP LAW FIRM (CN)
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