Title :
Blind perceptual quality assessment method for DCT-based encoded images
Author :
Brandao, Tomas ; Queluz, Maria Paula
Author_Institution :
Dept. of Sci. & Inf. Technol., UI-Lisbon, Lisbon, Portugal
Abstract :
This paper describes a technique whose purpose is to estimate the perceptual quality of DCT-based encoded images, without requiring the original data. To achieve this objective, a watermark is embedded in the DCT domain using a non-uniform quantization scheme. At the receiver side, the original DCT coefficients data distribution is estimated using a maximum likelihood approach. These distributions and the extracted watermark are then combined to estimate the error between reference and distorted DCT coefficients. This error is perceptually weighted, using a DCT domain perceptual model, allowing to blindly score the quality of the received media. Results have shown the effectiveness of the proposed algorithm when scoring the quality of images subject to lossy compression.
Keywords :
data compression; discrete cosine transforms; image coding; image watermarking; maximum likelihood estimation; quantisation (signal); DCT coefficient data distribution; DCT-based image encoding; blind perceptual quality assessment method; error estimation; image watermarking; images quality; lossy compression; maximum likelihood approach; nonuniform quantization scheme; Discrete cosine transforms; Measurement; Media; Quality assessment; Quantization (signal); Transform coding; Watermarking;
Conference_Titel :
Signal Processing Conference, 2007 15th European
Conference_Location :
Poznan
Print_ISBN :
978-839-2134-04-6