TY - GEN
T1 - A Soft-ranked Index Fusion Framework with Saliency Weighting for Image Quality Assessment
AU - Yu, Liangwei
AU - Wang, Zhao
AU - Ye, Yan
AU - Zhu, Lingyu
AU - Wang, Shiqi
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - The compression technique is widely adopted for efficient data storage and transmission. Accurate image quality assessment (IQA) measures are urgently desired to evaluate the compression performance. To obtain a more robust evaluation, we propose a soft-ranked index fusion framework for the perceptual preference prediction task, with a combination of different quality measures. The derived soft-ranked indices are fully leveraged to provide the strong discriminability of ranking information. Furthermore, a saliency weighting approach is utilized to investigate the impact of visual attention on our framework. Experimental results indicate that our method achieves a promising prediction accuracy compared with the state-of-the-art quality measures.
AB - The compression technique is widely adopted for efficient data storage and transmission. Accurate image quality assessment (IQA) measures are urgently desired to evaluate the compression performance. To obtain a more robust evaluation, we propose a soft-ranked index fusion framework for the perceptual preference prediction task, with a combination of different quality measures. The derived soft-ranked indices are fully leveraged to provide the strong discriminability of ranking information. Furthermore, a saliency weighting approach is utilized to investigate the impact of visual attention on our framework. Experimental results indicate that our method achieves a promising prediction accuracy compared with the state-of-the-art quality measures.
UR - https://www.scopus.com/pages/publications/85137834236
U2 - 10.1109/CVPRW56347.2022.00197
DO - 10.1109/CVPRW56347.2022.00197
M3 - 会议稿件
AN - SCOPUS:85137834236
T3 - IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
SP - 1809
EP - 1813
BT - Proceedings - 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2022
PB - IEEE Computer Society
T2 - 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2022
Y2 - 19 June 2022 through 24 June 2022
ER -