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Author:

Meng, Ye (Meng, Ye.) | Hou, Sujuan (Hou, Sujuan.) | Wang, Jing (Wang, Jing.) | Jia, Weikuan (Jia, Weikuan.) | Zheng, Yuanjie (Zheng, Yuanjie.) | Karim, Awudu (Karim, Awudu.)

Indexed by:

EI Scopus SCIE

Abstract:

The proliferation of logo has driven research into multiple applications, like logo duration monitoring in advertising videos and logo infringement detection. Recently, logo research has attracted a rapt attention and keen interest from researchers. In these studies, logo detection is challenging due to the characteristics of the logo (like multi-scale, large-scale categories, viewpoint and part deformation etc.) and the complexity of its background. In this paper, we design a new strong baseline method based on an adaptive representation algorithm, called obtaining sufficient features for logo (OSF-Logo). The method aims to address the challenges of the multiscale objects, large-scale categories, viewpoint logos and part deformation via introducing two modules. Specifically, we introduce a regulated deformable convolution module with offsets and amplitudes to more convolution layers in the stage of feature extraction. In addition, we add an up-sampling operator to FPN for aggregating information into a large receptive field. The experimental results on several publicly available datasets demonstrate the effectiveness of OSF-Logo.

Keyword:

Deep Learning Feature Recombination Multi-scale Logo Detection Deformation Adaptive

Author Community:

  • [ 1 ] [Meng, Ye]Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
  • [ 2 ] [Hou, Sujuan]Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
  • [ 3 ] [Wang, Jing]Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
  • [ 4 ] [Jia, Weikuan]Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
  • [ 5 ] [Zheng, Yuanjie]Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
  • [ 6 ] [Karim, Awudu]Beijing Univ Technol, Sch Engn, Beijing 101303, Peoples R China

Reprint Author's Address:

  • [Hou, Sujuan]Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China

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Source :

DISPLAYS

ISSN: 0141-9382

Year: 2021

Volume: 70

4 . 3 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:87

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 8

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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