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Author:

Chen, Qiubo (Chen, Qiubo.) | Sun, Hongbin (Sun, Hongbin.) (Scholars:孙宏滨) | Zhang, Xuchong (Zhang, Xuchong.) | Tao, Huibin (Tao, Huibin.) | Yang, Jie (Yang, Jie.) | Zhao, Jizhong (Zhao, Jizhong.) (Scholars:赵季中) | Zheng, Nanning (Zheng, Nanning.)

Indexed by:

SCIE EI Scopus

Abstract:

High-quality and cost-efficient image upscaling design is very important for many real-time video processing applications, especially when the display panel resolution reaches ultrahigh definition. Compared with New Edge-Directed Interpolation (NEDI) based implicit edge directional upscaling, explicit methods require less computational resource and more easily reach real-time performance, especially when the required image definition and upscaling ratio are very high. Nevertheless, the investigation of applications of explicit methods in video processing systems remains largely missing arguably because it is commonly believed that explicit edge-directed interpolation tends to introduce unexpected artifacts because of inaccurate detection and hence its image quality is relatively poor. This paper proposes an explicit edge-directed adaptive interpolation method that leverages more sophisticated edge detection and orientation estimation algorithms to avoid misinterpolation, thereby providing similar or even better image quality than those with implicit methods. Targeting the real-time 4K video display system, the proposed edge-directed image upscaling algorithm is further implemented with an efficient very-large-scale integration (VLSI) architecture. The experimental results demonstrate that the proposed interpolation algorithm outperforms previous explicit and implicit edge-directed methods in both objective and subjective tests. The presented VLSI implementation further demonstrates that the maximum output video sequence of the proposed interpolation method can reach 4k x 2k@60 Hz with a reasonable hardware cost.

Keyword:

Adaptive interpolation image upscaling real time very-large-scale integration (VLSI) architecture

Author Community:

  • [ 1 ] [Chen, Qiubo; Sun, Hongbin; Zhang, Xuchong; Tao, Huibin; Yang, Jie; Zhao, Jizhong; Zheng, Nanning] Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China
  • [ 2 ] [Chen, Qiubo]Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China
  • [ 3 ] [Sun, Hongbin]Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China
  • [ 4 ] [Zhang, Xuchong]Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China
  • [ 5 ] [Tao, Huibin]Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China
  • [ 6 ] [Yang, Jie]Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China
  • [ 7 ] [Zhao, Jizhong]Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China
  • [ 8 ] [Zheng, Nanning]Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China

Reprint Author's Address:

  • 孙宏滨

    Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Peoples R China.

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Source :

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

ISSN: 1051-8215

Year: 2016

Issue: 9

Volume: 26

Page: 1758-1771

3 . 5 9 9

JCR@2016

4 . 6 8 5

JCR@2020

ESI Discipline: ENGINEERING;

ESI HC Threshold:128

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 4

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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