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    • 3. 发明申请
    • SYSTEM AND METHODS FOR RANDOM PARAMETER FILTERING
    • 用于随机参数滤波的系统和方法
    • US20140029849A1
    • 2014-01-30
    • US13980230
    • 2012-01-17
    • Pradeep SenAliakbar Darabi
    • Pradeep SenAliakbar Darabi
    • G06T5/00
    • G06T5/001G06T5/00G06T5/50G06T15/503G06T2200/12G06T2207/20221
    • The invention produces a higher quality image from a rendering system based on a relationship between the output of a rendering system and the parameters used to compute them. Specifically, noise is removed in rendering by estimating the functional dependency between sample features and the random inputs to the system. Mutual information is applied to a local neighborhood of samples in each part of the image. This dependency is then used to reduce the importance of certain scene features in a cross-bilateral filter, which preserves scene detail. The results produced by the invention are computed in a few minutes thereby making it reasonably robust for use in production environments.
    • 本发明基于渲染系统的输出与用于计算它们的参数之间的关系从渲染系统产生更高质量的图像。 具体来说,通过估计样本特征与系统的随机输入之间的功能依赖性,在渲染中消除噪声。 相互信息被应用于图像的每个部分中的样本的局部邻域。 然后,这种依赖关系用于减少跨双边筛选器中某些场景特征的重要性,这保留了场景细节。 本发明产生的结果在几分钟内计算,从而使其在生产环境中的使用相当稳健。
    • 4. 发明授权
    • System and methods for random parameter filtering
    • 随机参数过滤的系统和方法
    • US08712180B2
    • 2014-04-29
    • US13980230
    • 2012-01-17
    • Pradeep SenAliakbar Darabi
    • Pradeep SenAliakbar Darabi
    • G06K9/40G06T5/00
    • G06T5/001G06T5/00G06T5/50G06T15/503G06T2200/12G06T2207/20221
    • The invention produces a higher quality image from a rendering system based on a relationship between the output of a rendering system and the parameters used to compute them. Specifically, noise is removed in rendering by estimating the functional dependency between sample features and the random inputs to the system. Mutual information is applied to a local neighborhood of samples in each part of the image. This dependency is then used to reduce the importance of certain scene features in a cross-bilateral filter, which preserves scene detail. The results produced by the invention are computed in a few minutes thereby making it reasonably robust for use in production environments.
    • 本发明基于渲染系统的输出与用于计算它们的参数之间的关系从渲染系统产生更高质量的图像。 具体来说,通过估计样本特征与系统的随机输入之间的功能依赖性,在渲染中消除噪声。 相互信息被应用于图像的每个部分中的样本的局部邻域。 然后,这种依赖关系用于减少跨双边筛选器中某些场景特征的重要性,这保留了场景细节。 本发明产生的结果在几分钟内计算,从而使其在生产环境中的使用相当稳健。
    • 5. 发明授权
    • Patch-based synthesis techniques
    • 基于贴片的综合技术
    • US08861868B2
    • 2014-10-14
    • US13565552
    • 2012-08-02
    • Elya ShechtmanDaniel R. GoldmanAliakbar Darabi
    • Elya ShechtmanDaniel R. GoldmanAliakbar Darabi
    • G06K9/68G06T11/60
    • G06K9/4652G06K9/00G06K9/6202G06K9/68G06T11/60
    • Methods, apparatus, and computer-readable storage media for patch-based image synthesis. A patch matching technique provides an extended patch search space that encompasses geometric and photometric transformations, as well as gradient domain features. The geometric transformations may include translation, rotation, reflection, scale, and non-uniform scale. The photometric transformations may include gain and bias. Patch-based image synthesis techniques may leverage the extended patch search space in various image synthesis applications. The patch-based image synthesis techniques may also integrate image gradients into the patch representation and replace conventional color averaging with a technique that performs voting for colors and gradients and then solves a screened Poisson equation based on values for colors and gradients when blending patch(es) with a target image.
    • 用于基于贴片的图像合成的方法,装置和计算机可读存储介质。 补丁匹配技术提供了包含几何和光度变换以及梯度域特征的扩展补丁搜索空间。 几何变换可以包括平移,旋转,反射,缩放和非均匀尺度。 光度变换可以包括增益和偏置。 基于补丁的图像合成技术可以利用各种图像合成应用中的扩展补丁搜索空间。 基于贴片的图像合成技术还可以将图像渐变集成到贴片表示中并且用对颜色和渐变进行投票的技术来代替常规颜色平均化,然后基于色彩和梯度的值来解决屏幕Poisson方程 )与目标图像。
    • 6. 发明申请
    • PATCH-BASED SYNTHESIS TECHNIQUES
    • 基于PATCH的合成技术
    • US20130051685A1
    • 2013-02-28
    • US13565552
    • 2012-08-02
    • Elya ShechtmanDaniel R. GoldmanAliakbar Darabi
    • Elya ShechtmanDaniel R. GoldmanAliakbar Darabi
    • G06K9/68
    • G06K9/4652G06K9/00G06K9/6202G06K9/68G06T11/60
    • Methods, apparatus, and computer-readable storage media for patch-based image synthesis. A patch matching technique provides an extended patch search space that encompasses geometric and photometric transformations, as well as gradient domain features. The geometric transformations may include translation, rotation, reflection, scale, and non-uniform scale. The photometric transformations may include gain and bias. Patch-based image synthesis techniques may leverage the extended patch search space in various image synthesis applications. The patch-based image synthesis techniques may also integrate image gradients into the patch representation and replace conventional color averaging with a technique that performs voting for colors and gradients and then solves a screened Poisson equation based on values for colors and gradients when blending patch(es) with a target image.
    • 用于基于贴片的图像合成的方法,装置和计算机可读存储介质。 补丁匹配技术提供了包含几何和光度变换以及梯度域特征的扩展补丁搜索空间。 几何变换可以包括平移,旋转,反射,缩放和非均匀尺度。 光度变换可以包括增益和偏置。 基于补丁的图像合成技术可以利用各种图像合成应用中的扩展补丁搜索空间。 基于贴片的图像合成技术还可以将图像渐变集成到贴片表示中并且用对颜色和渐变进行投票的技术来代替常规颜色平均化,然后基于色彩和梯度的值来解决屏幕Poisson方程 )与目标图像。