AN IMAGE QUALITY METRIC BASED ON BIOLOGICALLY INSPIRED FEATURE MODEL

被引:2
|
作者
Deng, Cheng [1 ]
Li, Jie [1 ]
Zhang, Yifan [1 ]
Huang, Dongyu [1 ]
An, Lingling [1 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Image quality assessment; structural similarity (SSIM); biologically inspired feature model (BIFM); saliency map; region-of-interest (ROI); feature weighting;
D O I
10.1142/S0219467811004093
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Objective image quality assessment (IQA) metrics have been widely applied to imaging systems to preserve and enhance the perceptual quality of images being processed and transmitted. In this paper, we present a novel IQA metric based on biologically inspired feature model (BIFM) and structural similarity index (SSIM). The SSIM index map is first generated through the well-known IQA metric SSIM between the reference image and the distorted image. Then, saliency map of the distorted image is extracted via BIF to define the most salient image locations. Finally, according to the saliency map, a feature weighting model is employed to define the different weights for the different samples in the SSIM index map. Experimental results confirm that the proposed IQA metric improves the performance over PSNR and SSIM under various distortion types in terms of different evaluation criteria.
引用
收藏
页码:265 / 279
页数:15
相关论文
共 50 条
  • [41] A Model of Image Feature Extraction Inspired by Ant Swarm System
    Zhuang, Xiaodong
    Yang, Guowei
    Zhu, Hui
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 7, PROCEEDINGS, 2008, : 553 - +
  • [42] A hand rubbing classification model based on image sequence enhanced by feature-based confidence metric
    Mohammad Amin Haghpanah
    Mehdi Tale Masouleh
    Ahmad Kalhor
    Ehsan Akhavan Sarraf
    Signal, Image and Video Processing, 2023, 17 : 2499 - 2509
  • [43] A hand rubbing classification model based on image sequence enhanced by feature-based confidence metric
    Haghpanah, Mohammad Amin
    Masouleh, Mehdi Tale
    Kalhor, Ahmad
    Sarraf, Ehsan Akhavan
    SIGNAL IMAGE AND VIDEO PROCESSING, 2023, 17 (05) : 2499 - 2509
  • [44] Image quality/distortion metric based on α-stable model similarity in wavelet domain
    Tang, Chongwu
    Yang, Xiaokang
    Zhai, Guangtao
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2014, 25 (07) : 1746 - 1757
  • [45] Metric of image quality based on structural similarity
    Lab. for Biometric and Medical Image Processing, Institute for Pattern Recognition and Artificial Intelligence, Huazhong University of Science and Technology, Wuhan 430074, China
    Guangdian Gongcheng, 2007, 11 (108-113):
  • [46] Biologically Inspired Model for Visual Cognition Achieving Unsupervised Episodic and Semantic Feature Learning
    Qiao, Hong
    Li, Yinlin
    Li, Fengfu
    Xi, Xuanyang
    Wu, Wei
    IEEE TRANSACTIONS ON CYBERNETICS, 2016, 46 (10) : 2335 - 2347
  • [47] A New Moment Based Image Quality Metric
    Li, Leida
    Zhu, Hancheng
    Cheng, Deqiang
    Pan, Jeng-Shyang
    2013 NINTH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING (IIH-MSP 2013), 2013, : 539 - 542
  • [48] An Image Quality Metric Based on the Harris Corner
    Yang, Yazhou
    Cheng, Guangquan
    Tu, Dan
    PROCEEDINGS OF 2012 IEEE 11TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP) VOLS 1-3, 2012, : 873 - 876
  • [49] A CONTOURLET COEFFICIENTS BASED IMAGE QUALITY METRIC
    Liang, Shuang
    Wang, Guanxiang
    Zhou, Zhengye
    2017 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION (ICWAPR), 2017, : 211 - 217
  • [50] A content-based image quality metric
    Gao, XB
    Wang, T
    Li, J
    ROUGH SETS, FUZZY SETS, DATA MINING, AND GRANULAR COMPUTING, PT 2, PROCEEDINGS, 2005, 3642 : 231 - 240