Perceptual Dissimilarity: A Measure to Quantify the Degradation of Medical Images

被引:0
|
作者
Saha, Sajib [1 ]
Tahtali, Murat [1 ]
Lambert, Andrew [1 ]
Pickering, Mark [1 ]
机构
[1] Univ New S Wales, Sch Engn & Informat Technol, Canberra, ACT, Australia
关键词
Structural Similarity Index; image quality metric; Root Mean Square Error; QUALITY ASSESSMENT; INFORMATION;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
This paper introduces a novel image quality metric that outperforms other existing and widely used metrics, namely the Root Mean Square Error (RMSE). While objective methods for assessing perceptual image quality to quantify the visibility of errors between a distorted image and a reference image have got utmost importance nowadays, none of the proposed metrics are completely satisfactory. Structural Similarity Index has been found promising in some cases, however for medical imaging (especially for CT and MRI images) it still remains immature. On that perspective, the Perceptual Dissimilarity (PD) measure proposed in this paper has been found satisfactory enough to work with medical imaging demands.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] A measure of group dissimilarity for psychological attributes
    Solanas, Antonio
    Manolov, Rumen
    Leiva, David
    Andres, Amara
    PSICOLOGICA, 2013, 34 (02): : 343 - 364
  • [32] Dissimilarity measure for collections of objects and values
    Valtchev, P
    Euzenat, J
    ADVANCES IN INTELLIGENT DATA ANALYSIS: REASONING ABOUT DATA, 1997, 1280 : 259 - 272
  • [33] Vector quality measure of lossy compressed medical images
    Przelaskowski, A
    COMPUTERS IN BIOLOGY AND MEDICINE, 2004, 34 (03) : 193 - 207
  • [34] Use of Information Discrepancy Measure to Register Medical Images
    Sun, Shaoyan
    Chen, Lei
    INTELLIGENT STRUCTURE AND VIBRATION CONTROL, PTS 1 AND 2, 2011, 50-51 : 790 - +
  • [35] Axiomatic characterization of the χ2 dissimilarity measure
    Bouyssou, Denis
    Marchant, Thierry
    Pirlot, Marc
    AEQUATIONES MATHEMATICAE, 2022, 96 (02) : 307 - 323
  • [36] On the theoretical properties of bipartition dissimilarity measure
    Li, Shuguang, 1600, Transport and Telecommunication Institute, Lomonosova street 1, Riga, LV-1019, Latvia (18):
  • [37] Perceptual Quality Assessment for Pansharpened Images Based on Deep Feature Similarity Measure
    Zhang, Zhenhua
    Zhang, Shenfu
    Meng, Xiangchao
    Chen, Liang
    Shao, Feng
    REMOTE SENSING, 2024, 16 (24)
  • [38] A New Family of Distance Functions for Perceptual Similarity Retrieval of Medical Images
    Joaquim Cezar Felipe
    Caetano Traina
    Agma Juci Machado Traina
    Journal of Digital Imaging, 2009, 22
  • [39] Perceptual method for MRI medical images improvement in presence of impulse noise
    Abbas J.K.Kh.
    Ruhaima A.A.-K.
    Alanssari A.I.
    Pyliavskyi V.V.
    Telecommunications and Radio Engineering (English translation of Elektrosvyaz and Radiotekhnika), 2020, 79 (01): : 81 - 89
  • [40] A New Family of Distance Functions for Perceptual Similarity Retrieval of Medical Images
    Felipe, Joaquim Cezar
    Traina, Caetano, Jr.
    Machado Traina, Agma Juci
    JOURNAL OF DIGITAL IMAGING, 2009, 22 (02) : 183 - 201