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A new tone-mapped image quality assessment approach for high dynamic range imaging system

机译:高动态范围成像系统的一种新的色调映射图像质量评估方法

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摘要

Tone-mapping operators are designed to apply high dynamic range (HDR) images on widely-used low dynamic range (LDR) devices. Developing well-performed tone-mapped image quality assessment (IQA) method is highly desired because traditional IQA method cannot be adopted in cross dynamic range quality measuring. To this end, we proposed a quality assessment method based on image exposure property. Specifically, an image exposure property determination model is utilized to segment HDR image into different exposure region. Then, quality features are extracted according to the distortion characteristics of each exposure region. Finally, the quality of tone-mapped image can be acquired by a trained regression model. Validation experiments on public database show that the proposed method can accurately predict the quality of tone-mapped image.
机译:色调映射运算符旨在在广泛使用的低动态范围(LDR)设备上应用高动态范围(HDR)图像。迫切需要开发性能良好的色调映射图像质量评估(IQA)方法,因为传统的IQA方法不能用于跨动态范围质量测量。为此,我们提出了一种基于图像曝光特性的质量评估方法。具体地,利用图像曝光特性确定模型将HDR图像分割为不同的曝光区域。然后,根据每个曝光区域的失真特性提取质量特征。最后,可以通过训练后的回归模型获得色调映射图像的质量。在公共数据库上的验证实验表明,该方法可以准确预测色调映射图像的质量。

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