A DISTORTION MEASURE FOR BLOCKING ARTIFACTS IN IMAGES BASED ON HUMAN VISUAL SENSITIVITY

被引:194
作者
KARUNASEKERA, SA
KINGSBURY, NG
机构
[1] Signal Processing and Communications Laboratory, Department of Engineering, University of Cambridge, Cambridge
关键词
D O I
10.1109/83.388074
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A visual model that gives a distortion measure for blocking artifacts in images is presented. Given the original and reproduced image as inputs, the model output is a numerical value that quantifies the visibility of blocking error in the reproduced image, The model is derived based on the human visual sensitivity to horizontal and vertical edge artifacts that result from blocking, Psychovisual experiments have been carried out to measure the visual sensitivity to these artifacts, In the experiments, typical edge artifacts are shown to subjects and the sensitivity to them is measured with the variation of background luminance, background activity; edge length, and edge amplitude. Synthetic test patterns are used as background images in the experiments, The sensitivity measures thus obtained are used to estimate the model parameters, The final model is tested on real images, and the results show that the error visibility predicted by the model correlates well with the subjective ranking.
引用
收藏
页码:713 / 724
页数:12
相关论文
共 15 条
[1]   SIMPLE REACTION-TIME AS A MEASURE OF TEMPORAL RESPONSE PROPERTIES OF TRANSIENT AND SUSTAINED CHANNELS [J].
BREITMEYER, BG .
VISION RESEARCH, 1975, 15 (12) :1411-1412
[2]   ORIENTATIONAL SELECTIVITY OF HUMAN VISUAL SYSTEM [J].
CAMPBELL, FW ;
KULIKOWSKI, JJ .
JOURNAL OF PHYSIOLOGY-LONDON, 1966, 187 (02) :437-+
[3]   APPLICATION OF FOURIER ANALYSIS TO VISIBILITY OF GRATINGS [J].
CAMPBELL, FW ;
ROBSON, JG .
JOURNAL OF PHYSIOLOGY-LONDON, 1968, 197 (03) :551-&
[4]  
COMES S, 1990, VISUAL COMMUN IMAGE, V1360, P2
[5]  
GIROD B, 1989, HUMAN VISION VISUAL, V1077, P178
[6]   THE ROLE OF HUMAN VISUAL MODELS IN IMAGE-PROCESSING [J].
GRANRATH, DJ .
PROCEEDINGS OF THE IEEE, 1981, 69 (05) :552-561
[7]   NONLINEAR MODEL FOR SPATIAL CHARACTERISTICS OF HUMAN VISUAL-SYSTEM [J].
HALL, CF ;
HALL, EL .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1977, 7 (03) :161-170
[8]  
HARWERTH RS, 1978, VISION RES, V18, P1579, DOI 10.1016/0042-6989(78)90014-7
[9]   PICTURE QUALITY PREDICTION BASED ON A VISUAL MODEL [J].
LUKAS, FXJ .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1982, 30 (07) :1679-1692
[10]   PERCEPTUAL LATENCIES TO SINUSOIDAL GRATINGS [J].
LUPP, U ;
HAUSKE, G ;
WOLF, W .
VISION RESEARCH, 1976, 16 (09) :969-972