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author:

Lin, Liqun (Lin, Liqun.) [1] (Scholars:林丽群) | Wang, Jianhui (Wang, Jianhui.) [2] | Wei, Guangpeng (Wei, Guangpeng.) [3] | Wang, Mingxing (Wang, Mingxing.) [4] | Zhang, Ang (Zhang, Ang.) [5] (Scholars:张昂)

Indexed by:

EI Scopus SCIE

Abstract:

Video distortion seriously affects user experience and downstream tasks. Existing video restoration methods still suffer from high-frequency detail loss, limited spatio-temporal dependency modeling, and high computational complexity. In this letter, we propose a novel video restoration method based on full-frequency spatio-temporal information enhancement (FFSTIE). The proposed FFSTIE includes an implicit alignment module for accurate recovery of high-frequency details and a full-frequency feature reconstruction module for adaptive enhancement of frequency components. Comprehensive experiments with quantitative and qualitative comparisons demonstrate the effectiveness of our FFSTIE method. On the video deblurring dataset DVD, FFSTIE achieves 0.75% improvement in PSNR and 1.08% improvement in SSIM with 35% fewer parameters and 59% lower GMAC compared to VDTR (TCSVT'2023), achieving a balance between performance and efficiency. On the video denoising dataset DAVIS, FFSTIE achieves the best performance with an average of 35.36 PSNR and 0.9347 SSIM, surpassing existing unsupervised methods.

Keyword:

Computational complexity Convolution Distortion Encoding Feature extraction Frequency-domain analysis Implicit alignment Interpolation Noise reduction Runtime spatio-temporal information enhancement Transformers video restoration

Community:

  • [ 1 ] [Lin, Liqun]Fuzhou Univ, Coll Phys & Informat Engn, Fujian Key Lab Intelligent Proc & Wireless Transmi, Fuzhou 350116, Peoples R China
  • [ 2 ] [Wang, Jianhui]Fuzhou Univ, Coll Phys & Informat Engn, Fujian Key Lab Intelligent Proc & Wireless Transmi, Fuzhou 350116, Peoples R China
  • [ 3 ] [Wei, Guangpeng]Fuzhou Univ, Coll Phys & Informat Engn, Fujian Key Lab Intelligent Proc & Wireless Transmi, Fuzhou 350116, Peoples R China
  • [ 4 ] [Wang, Mingxing]Fuzhou Univ, Coll Phys & Informat Engn, Fujian Key Lab Intelligent Proc & Wireless Transmi, Fuzhou 350116, Peoples R China
  • [ 5 ] [Zhang, Ang]Fuzhou Univ, Coll Phys & Informat Engn, Fujian Key Lab Intelligent Proc & Wireless Transmi, Fuzhou 350116, Peoples R China
  • [ 6 ] [Lin, Liqun]Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350002, Peoples R China

Reprint 's Address:

  • [Zhang, Ang]Fuzhou Univ, Coll Phys & Informat Engn, Fujian Key Lab Intelligent Proc & Wireless Transmi, Fuzhou 350116, Peoples R China;;

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Source :

IEEE SIGNAL PROCESSING LETTERS

ISSN: 1070-9908

Year: 2025

Volume: 32

Page: 571-575

3 . 2 0 0

JCR@2023

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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