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    • 1. 发明授权
    • Seam-based reduction and expansion of images with color-weighted priority
    • 具有颜色加权优先权的基于接缝的缩小和扩展图像
    • US08290300B2
    • 2012-10-16
    • US12184060
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan IntwalaJue Wang
    • Shmuel AvidanJen-Chan ChienChintan IntwalaJue Wang
    • G06K9/32
    • H04N1/3872G06T3/0012H04N1/393
    • A system and method for expansion and reduction of images uses an absolute value associated with each pixel of an input image (e.g., a color and/or intensity value) to determine a respective energy value for each pixel. For example, a given color or range of colors (e.g., skin tones, or other high-priority colors) may be assigned higher energy values than other colors and/or color ranges, and may be protected during image reduction and/or expansion. These energy values may be used to determine a cost associated with various seams of the image, which may represent the priority of the seams in the image. One or more low-cost seams may be identified for removal or replication to produce a resized image. The methods may be used in conjunction with an automated skin tone detector or a user interface that allows selection of one or more high priority colors or color ranges.
    • 用于扩展和缩小图像的系统和方法使用与输入图像的每个像素(例如,颜色和/或强度值)相关联的绝对值来确定每个像素的相应能量值。 例如,给定的颜色或范围的颜色(例如,肤色或其他高优先级颜色)可被赋予比其他颜色和/或颜色范围更高的能量值,并且可以在图像缩小和/或扩展期间被保护。 这些能量值可以用于确定与图像的各种接缝相关联的成本,其可以表示图像中的接缝的优先级。 可以识别一个或多个低成本接缝用于去除或复制以产生调整大小的图像。 所述方法可以与允许选择一个或多个高优先级颜色或颜色范围的自动肤色检测器或用户界面结合使用。
    • 2. 发明申请
    • Seam-Based Reduction and Expansion of Images With Color-Weighted Priority
    • 基于接缝的减少和扩展具有加权优先权的图像
    • US20100027876A1
    • 2010-02-04
    • US12184060
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan IntwalaJue Wang
    • Shmuel AvidanJen-Chan ChienChintan IntwalaJue Wang
    • G06K9/32G06K9/00
    • H04N1/3872G06T3/0012H04N1/393
    • A system and method for expansion and reduction of images uses an absolute value associated with each pixel of an input image (e.g., a color and/or intensity value) to determine a respective energy value for each pixel. For example, a given color or range of colors (e.g., skin tones, or other high-priority colors) may be assigned higher energy values than other colors and/or color ranges, and may be protected during image reduction and/or expansion. These energy values may be used to determine a cost associated with various seams of the image, which may represent the priority of the seams in the image. One or more low-cost seams may be identified for removal or replication to produce a resized image. The methods may be used in conjunction with an automated skin tone detector or a user interface that allows selection of one or more high priority colors or color ranges.
    • 用于扩展和缩小图像的系统和方法使用与输入图像的每个像素(例如,颜色和/或强度值)相关联的绝对值来确定每个像素的相应能量值。 例如,给定的颜色或范围的颜色(例如,肤色或其他高优先级颜色)可被赋予比其它颜色和/或颜色范围更高的能量值,并且可以在图像缩小和/或扩展期间被保护。 这些能量值可以用于确定与图像的各种接缝相关联的成本,其可以表示图像中的接缝的优先级。 可以识别一个或多个低成本接缝用于去除或复制以产生调整大小的图像。 所述方法可以与允许选择一个或多个高优先级颜色或颜色范围的自动肤色检测器或用户界面结合使用。
    • 3. 发明授权
    • Seam carving and expansion of images with color frequency priority
    • 缝合雕刻和扩展具有颜色频率优先的图像
    • US08280187B1
    • 2012-10-02
    • US12184071
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • G06K9/32
    • G06T3/0012
    • A system and method for expansion and reduction of images in an image editing application uses the frequency of pixels values (e.g., absolute color and/or intensity values) of an input image to determine respective energy values for each pixel of the image. The energy values may vary inversely with the frequency of the pixel values. The energy values may be used to determine one or more low-cost seams of the image to be removed for an image reduction operation or replicated for an image expansion operation, where the cost of each seam is dependent on the energy values of the pixels of the seam. Determining the frequency of pixel values of the image may involve determining the number of pixels having an absolute pixel value in each of a plurality of pixel value ranges, and the absolute pixel values included in each range may be configurable by the user.
    • 用于在图像编辑应用中展开和缩小图像的系统和方法使用输入图像的像素值(例如,绝对颜色和/或强度值)的频率来确定图像的每个像素的各自的能量值。 能量值可以与像素值的频率成反比变化。 能量值可用于确定用于图像缩小操作要被去除的图像的一个或多个低成本接缝,或者用于图像展开操作的复制,其中每个接缝的成本取决于像素的能量值 接缝。 确定图像的像素值的频率可以包括确定在多个像素值范围中的每一个中具有绝对像素值的像素的数量,并且每个范围中包括的绝对像素值可以由用户配置。
    • 4. 发明授权
    • Hybrid seam carving and scaling of images with configurable energy threshold
    • 具有可配置能量阈值的混合缝合雕刻和图像缩放
    • US08270765B1
    • 2012-09-18
    • US12183942
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • G06K9/00
    • G06T3/0012
    • A system and method for expansion and reduction of images uses a hybrid resizing technique that combines seam carving and image scaling techniques to reduce or expand an image. Seam carving techniques may be used to remove or add seams having an average or total energy cost below a configurable threshold, where the cost of each seam is dependent on the energy values of the pixels of the seam. If a target size and/or ratio for the resized version of the image is not reached by removing or adding these seams, the hybrid resizing technique may apply standard or custom image scaling techniques to further reduce or expand the image to achieve the target size and/or ratio. The hybrid technique may be implemented by program instructions of an image editing application, and the cost threshold may be configurable by a user through a user interface of the image editing application.
    • 用于扩展和缩小图像的系统和方法使用混合尺寸调整技术,其结合了缝合雕刻和图像缩放技术来减少或展开图像。 可以使用接缝雕刻技术去除或添加具有低于可配置阈值的平均或总能量成本的接缝,其中每个接缝的成本取决于接缝的像素的能量值。 如果通过移除或添加这些接缝来达不到图像尺寸缩放版本的目标尺寸和/或比率,则混合尺寸调整技术可以应用标准或定制图像缩放技术来进一步减少或扩大图像以实现目标尺寸, /或比例。 混合技术可以通过图像编辑应用的程序指令来实现,并且成本阈值可以由用户通过图像编辑应用的用户界面来配置。
    • 5. 发明授权
    • Seam-based reduction and expansion of images with table-based priority
    • 基于接缝的减少和扩展具有基于表格优先权的图像
    • US08280186B1
    • 2012-10-02
    • US12184039
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • G06K9/32
    • G06T3/0012
    • A system and method for expansion and reduction of images uses a look-up table to define an arbitrary mapping of data (e.g., pixel values) representing an image to respective energy values. Each pixel value may represent an absolute color or intensity value, a difference in color or intensity values, or an average, derivative, minimum, or maximum of two or more pixel values. The energy values may then be used to determine one or more low-cost seams of the image to be removed for an image reduction operation or replicated for an image expansion operation, where the cost of each seam is dependent on the energy values of the pixels of the seam. The look-up table may be used to apply a threshold and/or cap on the energy values mapped to pixel values. The look-up table may also provide a mechanism for reconfiguring mappings, thresholds, and/or caps.
    • 用于扩展和缩小图像的系统和方法使用查找表来将表示图像的数据(例如,像素值)的任意映射定义为各自的能量值。 每个像素值可以表示绝对颜色或强度值,颜色或强度值的差异,或两个或多个像素值的平均,导数,最小值或最大值。 然后可以使用能量值来确定用于图像缩小操作要被去除的图像的一个或多个低成本接缝,或者用于图像展开操作的复制,其中每个接缝的成本取决于像素的能量值 的接缝。 查找表可以用于对映射到像素值的能量值应用阈值和/或上限。 查找表还可以提供用于重新配置映射,阈值和/或上限的机制。
    • 6. 发明授权
    • Non-linear image scaling with seam energy
    • 具有接缝能量的非线性图像缩放
    • US08218900B1
    • 2012-07-10
    • US12183974
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • G06K9/20
    • G06T3/0012
    • A system and method for expansion and reduction of images uses a hybrid resizing technique that combines seam carving and image scaling techniques to reduce or expand an image. Seam carving techniques may be used to identify one or more low-cost seams of an input image, and these low-cost seams may be scaled up or down to expand or reduce the overall input image and produce a resized image. A different scaling factor may be applied to different ones of the low-cost seams, dependent on the average or total energy value of each of the seams. The scaling factor applied to each seam may be dependent on the number of low-cost seams identified for scaling, which may be configurable by a user. A configurable look-up table may map seam costs to scaling factors, and may be accessed to determine a respective scaling factor to be applied to each identified seam.
    • 用于扩展和缩小图像的系统和方法使用混合尺寸调整技术,其结合了缝合雕刻和图像缩放技术来减少或展开图像。 可以使用接缝雕刻技术来识别输入图像的一个或多个低成本接缝,并且可以将这些低成本接缝放大或缩小,以扩大或缩小整个输入图像并产生调整大小的图像。 取决于每个接缝的平均或总能量值,可以将不同的缩放因子应用于不同的低成本接缝。 应用于每个接缝的缩放因子可以取决于识别用于缩放的低成本接缝的数量,其可以由用户配置。 可配置的查找表可以将接缝成本映射到缩放因子,并且可以被访问以确定要应用于每个识别的接缝的各自的缩放因子。
    • 7. 发明授权
    • Banded seam carving of images with pyramidal retargeting
    • 具有金字塔重新定位的图像的带状缝合雕刻
    • US08280191B1
    • 2012-10-02
    • US12184019
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • G06K9/32
    • G06T3/0012
    • A system and method for expansion and reduction of images uses pyramidal retargeting to reduce complexity in image resizing. An image pyramid may be generated dependent on a function of pixel data or energy values for each pixel of an input image. An image resizing solution may be developed by applying seam carving techniques to a lower-resolution version of the input image represented by the image pyramid, and may identify bands in the higher-resolution input image to be resized. A resizing operation may then be applied the bands based on local content. The resizing operation may include seam carving techniques, scaling techniques, and/or hybrid resizing techniques, and may be selectable by a user. Identified bands may be expanded to obtain a smoother solution. Different bands may be expanded by different amounts, based on local content. The number of bands and the expansion factors may be configurable based on user input.
    • 用于扩展和缩小图像的系统和方法使用金字塔式重定向来降低图像调整大小的复杂性。 可以根据输入图像的每个像素的像素数据或能量值的函数来生成图像金字塔。 可以通过将缝刻技术应用于由图像金字塔表示的输入图像的较低分辨率版本来开发图像调整大小解决方案,并且可以识别要调整大小的较高分辨率输入图像中的频带。 然后可以基于本地内容对频段应用调整大小的操作。 调整大小操作可以包括缝刻技术,缩放技术和/或混合尺寸调整技术,并且可由用户选择。 可以扩展识别的频带以获得更平滑的解决方案。 不同的频段可能会根据本地内容扩大不同的数量。 频带数量和扩展因子可以基于用户输入来配置。
    • 8. 发明授权
    • Independent resizing of multiple image regions
    • 独立调整多个图像区域的大小
    • US08160398B1
    • 2012-04-17
    • US12183986
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • G06K9/32G06K15/02G09G5/00
    • G06T3/0012H04N1/3875
    • A system and method for expansion and reduction of images may apply resizing techniques independently to different regions of an input image to produce a resized version of the image having a specified target size and/or ratio. A content-aware resizing technique may be applied to some regions of the image. Each region may be reduced or expanded by the same amount based on local content, or different regions may be resized by different amounts to meet a resizing target for the input image. The same resizing technique may be applied to each region, or different resizing techniques may be applied to different regions. A given region or unselected portion of the image may not be resized at all. The techniques may be implemented by program instructions of an image editing application, and the definition of the regions and/or the selection of locally applied techniques may be configurable by a user.
    • 用于扩展和缩小图像的系统和方法可以独立地对输入图像的不同区域进行调整大小的技术以产生具有指定的目标尺寸和/或比率的图像的调整大小的版本。 可以将内容感知调整大小技术应用于图像的某些区域。 每个区域可以基于本地内容减少或扩展相同的量,或者可以通过不同的量来调整不同的区域以满足输入图像的调整大小目标。 可以将相同的调整尺寸技术应用于每个区域,或者可以将不同的调整尺寸技术应用于不同的区域。 图像的给定区域或未选择的部分根本不能调整大小。 这些技术可以通过图像编辑应用的程序指令来实现,并且区域的定义和/或本地应用的技术的选择可以由用户来配置。
    • 9. 发明授权
    • Variable seam replication in images with energy-weighted priority
    • 具有能量优先权的图像中的可变接缝复制
    • US08265424B1
    • 2012-09-11
    • US12183997
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • Shmuel AvidanJen-Chan ChienChintan Intwala
    • G06K9/00
    • G06T3/0012
    • A system and method for expansion and reduction of images uses variable seam replication to expand an image. Seam carving techniques may be used to identify one or more low-cost seams of an input image, and these low-cost seams may be replicated to produce a resized version of the image. A different replication factor may be applied to different ones of the low-cost seams, dependent on the average or total energy value of each seam. For example, the lowest cost seam may be replicated twice as many times as the next lowest cost seam. The replication factor applied to each seam may be dependent on the number of low-cost seams identified for replication, which may be configurable by users. A configurable look-up table may map seam costs to replication factors, and may be accessed to determine a respective replication factor to be applied to each of the identified low-cost seams.
    • 用于扩展和缩小图像的系统和方法使用可变的接缝复制来展开图像。 可以使用接缝雕刻技术来识别输入图像的一个或多个低成本接缝,并且可以复制这些低成本接缝以产生图像的调整大小的版本。 不同的复制因子可以应用于不同的低成本接缝,这取决于每个接缝的平均或总能量值。 例如,最低成本的接缝可以复制为下一个最低成本接缝的两倍。 应用于每个接缝的复制因子可以取决于被识别用于复制的低成本接缝的数量,其可以由用户配置。 可配置的查找表可以将接缝成本映射到复制因子,并且可以被访问以确定要应用于每个所识别的低成本接缝的相应复制因子。
    • 10. 发明授权
    • Hybrid seam carving and scaling of images with configurable carving tolerance
    • 混合缝合雕刻和具有可配置雕刻公差的图像缩放
    • US08270766B1
    • 2012-09-18
    • US12183960
    • 2008-07-31
    • Shmuel AvidanJen-Chan ChienChintan {hacek over (I)}ntwala
    • Shmuel AvidanJen-Chan ChienChintan {hacek over (I)}ntwala
    • G06K9/00
    • G06T3/0012
    • A system and method for expansion and reduction of images uses a hybrid resizing technique combining seam carving and image scaling techniques to reduce or expand an input image. Seam carving techniques may be used to remove or add seams of the image to perform a portion of an overall resizing operation, according to a configurable seam carving tolerance. For example, the technique may only remove and/or replicate a predetermined number or percentage of the lowest-cost seams of the image, or may only remove or replicate the number of low-cost seams needed to achieve a specified percentage of the target resizing operation. The hybrid technique may apply scaling techniques to further resize the image to achieve a target size and/or ratio for the resized image. The hybrid technique may be implemented by program instructions of an image editing application, and the seam carving tolerance may be configurable by a user.
    • 用于扩展和缩小图像的系统和方法使用组合缝合雕刻和图像缩放技术的混合尺寸调整技术来减少或扩展输入图像。 根据可配置的接缝雕刻公差,可以使用接缝雕刻技术来移除或添加图像的接缝以执行整体调整大小操作的一部分。 例如,该技术可以仅移除和/或复制图像的最低成本接缝的预定数量或百分比,或者可以仅移除或复制实现目标调整大小的指定百分比所需的低成本接缝的数量 操作。 混合技术可以应用缩放技术来进一步调整图像大小以实现调整大小的图像的目标尺寸和/或比率。 混合技术可以通过图像编辑应用程序的程序指令来实现,并且接缝雕刻公差可以由用户来配置。