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Author:

Zhou, Yu (Zhou, Yu.) | Gong, Weikang (Gong, Weikang.) | Sun, Yanjing (Sun, Yanjing.) | Li, Leida (Li, Leida.) | Gu, Ke (Gu, Ke.) | Wu, Jinjian (Wu, Jinjian.)

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EI Scopus SCIE

Abstract:

Quality assessment for stitched panoramic images (SPIQA) is of great significance for the stitching algorithm optimization. By contrast, this task is much more challenging and arduous than traditional IQA task due to the high resolution of stitched panoramic images and the particularity and complexity of stitching distortions. For this task, we propose an effective method based on patch registration and bidimensional feature aggregation (PRBFA). First, inspired by the attention mechanism of the human visual system and the limited range of human vision, a soft patch segmentation and selection method is presented to determine the key patches in panoramic images to participate in the following patch matching and feature alignment stages, achieving patch registration between the panoramic image and the corresponding constituent images. Further, to fully simulate the human visual perception process from local viewport to panorama, the feature exploration is successively performed from local to global, which is also adaptive to the complexity of the distortions in stitched panoramic images. For performance testification, extensive experiments are conducted on the publicly released SPIQA database, the results of which prove the performance superiority of the PRBFA method. © 1999-2012 IEEE.

Keyword:

Image segmentation Job analysis Feature extraction Image quality

Author Community:

  • [ 1 ] [Zhou, Yu]China University of Mining and Technology, School of Information and Control Engineering, Xuzhou; 221116, China
  • [ 2 ] [Zhou, Yu]Xuzhou First People's Hospital, Xuzhou; 221116, China
  • [ 3 ] [Gong, Weikang]China University of Mining and Technology, School of Information and Control Engineering, Xuzhou; 221116, China
  • [ 4 ] [Sun, Yanjing]China University of Mining and Technology, School of Information and Control Engineering, Xuzhou; 221116, China
  • [ 5 ] [Li, Leida]Xidian University, School of Artificial Intelligence, Xi'an; 710071, China
  • [ 6 ] [Gu, Ke]Faculty of Information Technology, Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing Laboratory of Smart Environmental Protection, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing; 100124, China
  • [ 7 ] [Gu, Ke]Beijing University of Technology, Beijing Artificial Intelligence Institute, Beijing; 100124, China
  • [ 8 ] [Wu, Jinjian]Xidian University, School of Artificial Intelligence, Xi'an; 710071, China

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Source :

IEEE Transactions on Multimedia

ISSN: 1520-9210

Year: 2024

Volume: 26

Page: 3354-3365

7 . 3 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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