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author:

Ke, Xiao (Ke, Xiao.) [1] (Scholars:柯逍) | Liu, Tongan (Liu, Tongan.) [2] | Li, Zhenda (Li, Zhenda.) [3]

Indexed by:

EI Scopus SCIE

Abstract:

As easy-to-search semantic information, human clothing attributes have important research value in the field of computer vision. Existing attribute recognition methods encounter problems such as interference from environmental factors, and as a result show poor clothing positioning accuracy. To address these problems, a human attribute recognition method based on human pose estimation and multiple-feature fusion is proposed. First, some retrieval results are obtained for subsequent attribute recognition through appearance feature matching. Then, through a deep SSD-based human pose estimation method, the foreground area belonging to the human in the image is located, and the background interference is excluded. Finally, the analytical results of various methods are combined. The iterative smoothing process and the maximum posteriori probability assignment method are adopted to enhance the correlation between attribute labels and pixels, and the final attribute recognition results are obtained. Experiments on the benchmark dataset show that the performance of our model is improved, and solves the problems of inaccurate clothing label recognition and pixel resolution area deviation in a single recognition mode.

Keyword:

Deep learning Human attribute recognition Multiple-feature Pose estimation SSD

Community:

  • [ 1 ] [Ke, Xiao]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 2 ] [Liu, Tongan]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 3 ] [Li, Zhenda]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 4 ] [Ke, Xiao]Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350003, Peoples R China
  • [ 5 ] [Ke, Xiao]Fuzhou Univ, Fujian Prov Key Lab Networking Comp & Intelligent, Fuzhou 350116, Peoples R China
  • [ 6 ] [Liu, Tongan]Fuzhou Univ, Fujian Prov Key Lab Networking Comp & Intelligent, Fuzhou 350116, Peoples R China
  • [ 7 ] [Li, Zhenda]Fuzhou Univ, Fujian Prov Key Lab Networking Comp & Intelligent, Fuzhou 350116, Peoples R China

Reprint 's Address:

  • 柯逍

    [Ke, Xiao]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China;;[Ke, Xiao]Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350003, Peoples R China;;[Ke, Xiao]Fuzhou Univ, Fujian Prov Key Lab Networking Comp & Intelligent, Fuzhou 350116, Peoples R China

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Source :

SIGNAL IMAGE AND VIDEO PROCESSING

ISSN: 1863-1703

Year: 2020

Issue: 7

Volume: 14

Page: 1441-1449

2 . 1 5 7

JCR@2020

2 . 0 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:132

JCR Journal Grade:3

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 4

SCOPUS Cited Count: 6

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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