计算机科学 ›› 2018, Vol. 45 ›› Issue (8): 70-74.doi: 10.11896/j.issn.1002-137X.2018.08.012
陈莉莉1, 朱峰2, 盛斌3, 陈志华1
CHEN Li-li1, ZHU Feng2, SHENG Bin3, CHEN Zhi-hua1
摘要： 彩色图像质量的评价在图像数据的采集、压缩、存储、传输等方面具有重要意义。然而传统的评价方法往往因损失部分彩色信息或者忽略彩色图像的整体性,导致其结果不能很好地与主观结果保持一致,因此提出一种彩色图像客观质量评价方法。将彩色图像表示成四元数矩阵,并对其进行离散四元数傅里叶变换;根据人眼视觉系统特性对频域进行非均匀分块,计算失真图像和参考图像之间的幅值相似度和相位相似度;采用熵值法综合考虑两者对图像质量的影响,获得表示整体图像质量的指标。最后,使用图像数据库针对高斯模糊失真进行相关性分析,以验证方法的可行性和有效性。实验结果表明,客观评价能较好地与主观评价保持一致,且对于3个数据库的性能表现稳定,算法性能总体上优于对比方法。
中图分类号:
| [1]JIANG G Y,HUANG D J,WANG X,et al.Overview on image quality assessment methods[J].Journal of Electronics & Information Technology,2010,32(1):219-226.(in Chinese)蒋刚毅,黄大江,王旭,等.图像质量评价方法研究进展[J].电子与信息学报,2010,32(1):219-226. [2]LIANG Y,LIU Y J,GUTIERREZ D.Objective quality prediction of image retargeting algorithms[J].IEEE Transactions on Visualization and Computer Graphics,2017,23(2):1099-1110. [3]QURESHI M A,BEGHDADI A,SDIRI B,et al.A comprehensive performance evaluation of objective quality metrics for contrast enhancement techniques[C]∥European Workshop on Vi-sual Information Processing.Marseille,2016:1-5. [4]MANTIUK R K,TOMASZEWSKA A,MANTIUK R.Compa-rison of four subjective methods for image quality assessment[J].Computer Graphics Forum,2012,31(8):2478-2491. [5]ZARIC A,LONCARIC M,TRALIC D,et al.Image quality assessment-comparison of objective measures with results of subjective test[C]∥Proceedings ELMAR-2010.Zadar,2010:113-118. [6]XUE W,ZHANG L,MOU X,et al.Gradient magnitude simila-rity deviation:A highly efficient perceptual image quality index[J].IEEE Transactions on Image Processing,2014,23(2):684-695. [7]REENU M,DAVID D,RAJ S S A,et al.Wavelet based sharp features (WASH):An image quality assessment metric based on hvs[C]∥Proceedings of the International Conference on Advanced Computing,Networking and Security.Mangalore,2013:79-83. [8]LI S,ZHANG F,MA L,et al.Image quality assessment by separately evaluating detail losses and additive impairments[J].IEEE Transactions on Multimedia,2011,13(5):935-949. [9]THAKUR N,DEVI S,UPADHYAY P.Grayscale image quality measure in spatial domain[C]∥Proceedings of the International Conference on Computer and Communication Technology.Allahabad,Uttar Pradesh,2010:224-229. [10]RUAAO F,DE ANGELIS A,CARBONE P.A vector approach to quality assessment of color images[C]∥Proceedings of the IEEE International Instrumentation and Measurement Techno-logy Conference.Victoria,BC,Canada,2008:814-818. [11]YALMAN Y,ERTURK I.A new color image quality measure based on YUV transformation and PSNR for human vision system[J].Turkish Journal of Electrical Engineering & Computer Sciences,2013,21(2):603-612. [12]WANG Z,BOVIK A C,SHEIKH H R,et al.Image quality assessment:from error visibility to structural similarity[J].IEEE Transactions on Image Processing,2004,13(4):600-612. [13]YE J,ZHANG J Q,HU B.Hypercomplex Singular Value Decomposition Approach to Objcetively Assessing Color Image Quality[J].Chinese Journal of Electronics,2007,35(1):28-33.(in Chinese)叶佳,张建秋,胡波.客观评估彩色图像质量的超复数奇异值分解法[J].电子学报,2007,35(1):28-33. [14]NARWARIA M,LIN W,MCLOUGHLIN I V,et al.Fouriertransform-based scalable image quality measure[J].IEEE Transactions on Image Processing,2012,21(8):3364-3377. [15]ELL T A,SANGWINE S J.Hypercomplex Fourier Transforms of Color Images[J].IEEE Transactions on Image Processing,2007,16(1):22-35. [16]OUYANG J,COATRIEUX G,CHEN B,et al.Color image watermarking based on quaternion Fourier transform and improved uniform log-polar mapping[J].Computers & Electrical Engineering,2015,46:419-432. [17]GRIGORYAN A M,JENKINSON J,AGAINAN S S.Quaternion Fourier transform based alpha-rooting method for color ima-ge measurement and enhancement[J].Signal Processing,2015,109(C):269-289. [18]YANG C,ZHANG J,YANG D,et al.Discrete-quaternion-Fourier-transform-based registration method for color images[C]∥International Conference on Audio,Language and Image Processing.Shanghai,2010:1184-1189. [19]CAKIR S,CETIN A.Mel-cepstral feature extraction methods for image representation[J].Optical Engineering,2010,49(9):097004. [20]ZOU Z H,YUN Y,SUN J N.Entropy method for determination of weight of evaluating indicators in fuzzy synthetic evaluation for water quality assessment[J].Journal of Environmental Scie-nces,2006,18(5):1020-1023. [21]AMIRI V,REZAEI M,SOHRABI N.Groundwater quality assessment using entropy weighted water quality index (EWQI) in Lenjanat,Iran[J].Environmental Earth Sciences,2014,72(9):3479-3490. [22]SHEIKH H R,WANG Z,BOVIK A C,et al.Image and Video Quality Assessment Research at LIVE [OL].http://live.ece.utexas.edu/research/quality. [23]PONOMARENKO N,LUKIN V,ZELENSKY A,et al.TID2008-A Database for Evaluation of Full-Reference Visual Quality Assessment Metrics[J].Advances of Modern Radioelectro-nics,2009,10(10):30-45. [24]LARSON E C,CHANDLER D M.Categorical Image Quality (CSIQ)Database [OL].http://vision.okstate.edu/csiq. |
| [1] | 杨啸, 王翔坤, 胡浩, 朱敏. 面向设备状态监测的可视化技术综述 Survey on Visualization Technology for Equipment Condition Monitoring 计算机科学, 2022, 49(7): 89-99. https://doi.org/10.11896/jsjkx.210900167 |
| [2] | 徐汝利, 黄樟灿, 谢秦秦, 李华峰, 湛航. 基于金字塔演化策略的彩色图像多阈值分割 Multi-threshold Segmentation for Color Image Based on Pyramid Evolution Strategy 计算机科学, 2022, 49(6): 231-237. https://doi.org/10.11896/jsjkx.210300096 |
| [3] | 张赛男, 李千目. 一种基于Logistic-Sine-Cosine映射的彩色图像加密算法 Color Image Encryption Algorithm Based on Logistic-Sine-Cosine Mapping 计算机科学, 2022, 49(1): 353-358. https://doi.org/10.11896/jsjkx.201000041 |
| [4] | 彭浩, 和丽芳. 基于改进树种算法的彩色图像多阈值分割 Multi-threshold Segmentation for Color Image Based on Improved Tree-seed Algorithm 计算机科学, 2020, 47(6A): 220-225. https://doi.org/10.11896/JsJkx.191000180 |
| [5] | 莫彩网, 常侃, 李恒鑫, 李明鸿, 覃团发. 基于通道间相关性和非局部自相似性的彩色图像超分辨率算法 Color Image Super-resolution Algorithm Based on Inter-channel Correlation and Nonlocal Self-similarity 计算机科学, 2020, 47(6): 138-143. https://doi.org/10.11896/jsjkx.190500047 |
| [6] | 王晓, 邹泽伟, 李勃勃, 王静. 基于多特征融合的彩色图像声呐目标检测 Target Detection in Colorful Imaging Sonar Based on Multi-feature Fusion 计算机科学, 2019, 46(6A): 177-181. |
| [7] | 陈征, 田博, 何增有. 面向PCP-MS数据的PPI网络推断算法 PPI Network Inference Algorithm for PCP-MS Data 计算机科学, 2019, 46(12): 313-321. https://doi.org/10.11896/jsjkx.181102215 |
| [8] | 吕冬梅, 李国东. 基于双混沌和彩色图像的空间加密算法 Spatial Encryption Algorithm Based on Double Chaos and Color Image 计算机科学, 2019, 46(11A): 450-454. |
| [9] | 赵方正, 李成海, 刘晨, 宋亚飞. 超混沌彩色图像加密算法优化及安全性分析 Security Analysis and Optimization of Hyper-chaotic Color Image Encryption Algorithm 计算机科学, 2019, 46(11A): 483-487. |
| [10] | 辜卫东, 李兵. 基于随机区域合并的自动彩色图像分割算法 Automatic Color Image Segmentation Algorithm Based on Random Region Merging 计算机科学, 2018, 45(9): 279-282. https://doi.org/10.11896／j.issn.1002-137X.2018.09.046 |
| [11] | 赵胜楠,魏伟波,潘振宽,李帅. 基于暗原色先验与MTV模型的单幅彩色图像去雾 Single Color Image Dehazing Based on Dark Channel Prior and MTV Model 计算机科学, 2018, 45(3): 274-276. https://doi.org/10.11896/j.issn.1002-137X.2018.03.044 |
| [12] | 赵军辉,吴玉峰,胡坤融,蒲斌. 基于Lab色彩空间和色调映射的彩色图像增强算法 Color Image Enhancement Algorithm Based on Lab Color Space and Tone Mapping 计算机科学, 2018, 45(2): 297-300. https://doi.org/10.11896/j.issn.1002-137X.2018.02.051 |
| [13] | 贾娟娟, 贾富杰. 结合爬山法的模糊C均值彩色图像分割方法 Fuzzy C-means Color Image Segmentation Algorithm Combining Hill-climbing Algorithm 计算机科学, 2018, 45(11A): 247-250. |
| [14] | 闻武,左凌轩. 基于色彩特征的无参考彩色图像质量评价 Blind Color Image Quality Assessment Base on Color Characteristics 计算机科学, 2017, 44(Z6): 151-156. https://doi.org/10.11896/j.issn.1002-137X.2017.6A.035 |
| [15] | 毛肖,和丽芳,王庆平. 基于改进萤火虫优化算法的多阈值彩色图像分割 Multilevel Color Image Segmentation Based on Improved Glowworm Swarm Optimization Algorithm 计算机科学, 2017, 44(Z6): 206-211. https://doi.org/10.11896/j.issn.1002-137X.2017.6A.047 |
|
||
首页