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Flicker correction for archived film sequences using a nonlinear model

机译:使用非线性模型对存档电影序列进行闪烁校正

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摘要

A new model for the correction of flicker in archived film sequences is formulated from first principles. The model takes into account the Hurter-Driffield density versus log exposure characteristic to estimate image intensity errors caused by exposure inconsistencies. The model is shown to be highly nonlinear and can accommodate typical grayscale manipulations performed during film-to-video transfers. Motivated by the above model, an algorithm for the estimation of a correction profile across the available grayscale is developed. This profile is obtained from histogrammed gray-level differences between a reference and a degraded frame and is robust with respect to intensity changes due to scene and camera motion. Our results show that the proposed algorithm is very effective toward removing flicker for a variety of archived sequences and compares favorably with other state-of-the-art techniques developed for the same purpose. Additionally, the parametric form of the profile makes it particularly suitable for metadata use and allows fast inversion of the restoration process and recovery of the original material.
机译:从第一原理出发,提出了一种用于校正已归档电影序列中的闪烁的新模型。该模型考虑了Hurter-Driffield密度与对数曝光特性之间的关系,以估计由曝光不一致引起的图像强度误差。该模型显示为高度非线性的,可以适应电影到视频传输期间执行的典型灰度操作。基于上述模型,开发了一种用于估计可用灰度范围内的校正轮廓的算法。此配置文件是从参考帧和降级帧之间的直方图灰度级差异获得的,并且对于由于场景和相机运动而引起的强度变化具有鲁棒性。我们的结果表明,所提出的算法对于消除各种存档序列的闪烁非常有效,并且与为相同目的开发的其他最新技术相比,具有优势。此外,配置文件的参数形式使其特别适合元数据使用,并允许快速恢复过程并恢复原始材料。

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