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基于协同滤波的多尺度色调映射

Multi-Scale Tone Mapping Using Collaborative Filtering
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摘要 高动态范围(HDR)图像是一类包含丰富的图像细节、具有较高明暗对比度、接近真实场景色彩的图像.HDR图像具有广阔的研究前景和实际应用价值.与传统图像相比,这类图像具有很高的动态范围,因而HDR图像在一般显示设备上难以得到比较满意的显示效果.为了克服这一问题,本文提出一个基于协同滤波的多尺度色调映射模型,该模型先利用滤波方法将HDR图像分解为不同细节尺度的图像层,再对各个图像层的动态范围进行不同程度的调整,从而同时达到压缩动态范围和增强细节的效果.实验表明该模型能较好地在一般显示设备重现原场景,具有较好的视觉效果. High dynamic range (HDR) images are special kind of images, which have abundant details, high contrast and high fidelity of original scene. HDR images have a lot of applications. HDR image display and capture are hot research topics in image processing. Compared with traditional digital images, HDR images have a wide dynamic range, and they are hard to represent on traditional display devices satisfactorily. In order to overcome this problem, a multi-scale tone mapping model based on collaborative filtering is proposed. Thi~ model uses collaborative filtering technique to decompose original HDR image into different image layers with different detail-scale, then adjust dynamic range on each image layer and reconstruct original scene. Experimental results show this model can satisfactorily represent original scenes on traditional display device.
作者 陈俊 廖海泳
出处 《汕头大学学报(自然科学版)》 2015年第1期64-70,共7页 Journal of Shantou University:Natural Science Edition
基金 汕头大学科研启动基金资助项目(NTF12009) 汕头大学学术创新团队建设项目(ITC12001) 广东省高校工程技术研究中心(GCZX-A1306)
关键词 协同滤波 高动态范围 块匹配 多尺度色调映射 collaborative filtering high dynamic range block matching multi-scale tonemapping
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参考文献13

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