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An efficient image retrieval method under dithered-based quantization scheme

机译:一种基于抖动的量化方案下的有效图像检索方法

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Recent research works have shown the impact of the quantization techniques on the performance of standard image retrieval systems when datasets are compressed in a lossy mode. In this work, we propose to design an efficient retrieval method well adapted to wavelet-based compressed images. Our objective is to recover features of the original image (herein the moments of the unquantized subbands) directly from the quantized coefficients. To this end, we propose to apply a dithered quantization technique satisfying some specific conditions. Then, the estimated moments of the wavelet subbands are used in an appropriate way to construct the feature vectors of the database images. Experimental results show the interest of the proposed image retrieval method compared to the state-of-the-art ones.
机译:最近的研究工作表明,当数据集以有损模式压缩时,量化技术对标准图像检索系统性能的影响。在这项工作中,我们建议设计一种非常适合基于小波的压缩图像的有效检索方法。我们的目标是直接从量化系数中恢复原始图像的特征(此处为未量化子带的时刻)。为此,我们建议应用一种满足某些特定条件的抖动量化技术。然后,以适当的方式使用小波子带的估计矩来构造数据库图像的特征向量。实验结果表明,与最新技术相比,所提出的图像检索方法具有很高的吸引力。

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