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    • 1. 发明申请
    • High-Quality Denoising of an Image Sequence
    • 图像序列的高质量去噪
    • US20130071041A1
    • 2013-03-21
    • US13481491
    • 2012-05-25
    • Hailin JinAlper AyvaciZhe LinScott D. Cohen
    • Hailin JinAlper AyvaciZhe LinScott D. Cohen
    • G06K9/40
    • G06T3/4053G06T3/4076G06T5/002
    • A method, system, and computer-readable storage medium are disclosed for denoising an image sequence. A first patch is determined in a first frame in an image sequence comprising a plurality of frames. The first patch comprises a subset of image data in the first frame. Locations of a plurality of corresponding patches are determined in a neighboring set of the plurality of frames. One or more neighboring related patches are determined for each of the plurality of corresponding patches in a same frame as the respective one of the corresponding patches. A denoised first patch is generated by averaging image data in the one or more neighboring related patches in the neighboring set of the plurality of frames.
    • 公开了一种用于对图像序列进行去噪的方法,系统和计算机可读存储介质。 在包括多个帧的图像序列中的第一帧中确定第一贴片。 第一贴片包括第一帧中的图像数据的子集。 在多个帧的相邻集合中确定多个对应的片段的位置。 在与相应的补丁相应的一个相同的帧中,为多个对应的补丁中的每一个确定一个或多个相邻的相关补丁。 通过对多个帧的相邻集合中的一个或多个相邻相关片段中的图像数据进行平均来生成去噪的第一贴片。
    • 2. 发明申请
    • High-Quality Upscaling of an Image Sequence
    • 高质量的图像序列升序
    • US20130071040A1
    • 2013-03-21
    • US13481477
    • 2012-05-25
    • Hailin JinAlper AyvaciZhe LinScott D. Cohen
    • Hailin JinAlper AyvaciZhe LinScott D. Cohen
    • G06K9/36
    • G06T3/4053G06T3/4076G06T5/002
    • A method, system, and computer-readable storage medium are disclosed for upscaling an image sequence. An upsampled frame is generated based on an original frame in an original image sequence comprising a plurality of frames. A smoothed image sequence is generated based on the original image sequence. A plurality of patches are determined in the upsampled frame. Each patch comprises a subset of image data in the upsampled frame. Locations of a plurality of corresponding patches are determined in a neighboring set of the plurality of frames in the smoothed image sequence. A plurality of high-frequency patches are generated. Each high-frequency patch is based on image data at the locations of the corresponding patches in the original image sequence. The plurality of high-frequency patches are added to the upsampled frame to generate a high-quality upscaled frame.
    • 公开了一种用于升高图像序列的方法,系统和计算机可读存储介质。 基于包括多个帧的原始图像序列中的原始帧生成上采样帧。 基于原始图像序列生成平滑的图像序列。 在上采样帧中确定多个补丁。 每个贴片包括上采样帧中的图像数据的子集。 在平滑图像序列中的多个帧的相邻集合中确定多个对应的片段的位置。 产生多个高频补丁。 每个高频片基于原始图像序列中相应片段位置处的图像数据。 将多个高频贴片添加到上采样帧以产生高质量的放大的帧。
    • 3. 发明授权
    • High-quality denoising of an image sequence
    • 图像序列的高质量去噪
    • US08917948B2
    • 2014-12-23
    • US13481491
    • 2012-05-25
    • Hailin JinAlper AyvaciZhe LinScott D. Cohen
    • Hailin JinAlper AyvaciZhe LinScott D. Cohen
    • G06K9/40G06T3/40
    • G06T3/4053G06T3/4076G06T5/002
    • A method, system, and computer-readable storage medium are disclosed for denoising an image sequence. A first patch is determined in a first frame in an image sequence comprising a plurality of frames. The first patch comprises a subset of image data in the first frame. Locations of a plurality of corresponding patches are determined in a neighboring set of the plurality of frames. One or more neighboring related patches are determined for each of the plurality of corresponding patches in a same frame as the respective one of the corresponding patches. A denoised first patch is generated by averaging image data in the one or more neighboring related patches in the neighboring set of the plurality of frames.
    • 公开了一种用于对图像序列进行去噪的方法,系统和计算机可读存储介质。 在包括多个帧的图像序列中的第一帧中确定第一贴片。 第一贴片包括第一帧中的图像数据的子集。 在多个帧的相邻集合中确定多个对应的片段的位置。 在与相应的补丁相应的一个相同的帧中,为多个对应的补丁中的每一个确定一个或多个相邻的相关补丁。 通过对多个帧的相邻集合中的一个或多个相邻相关片段中的图像数据进行平均来生成去噪的第一贴片。
    • 4. 发明授权
    • High-quality upscaling of an image sequence
    • 高质量的图像序列升序
    • US09087390B2
    • 2015-07-21
    • US13481477
    • 2012-05-25
    • Hailin JinAlper AyvaciZhe LinScott D. Cohen
    • Hailin JinAlper AyvaciZhe LinScott D. Cohen
    • G06K9/40G06T3/40
    • G06T3/4053G06T3/4076G06T5/002
    • A method, system, and computer-readable storage medium are disclosed for upscaling an image sequence. An upsampled frame is generated based on an original frame in an original image sequence comprising a plurality of frames. A smoothed image sequence is generated based on the original image sequence. A plurality of patches are determined in the upsampled frame. Each patch comprises a subset of image data in the upsampled frame. Locations of a plurality of corresponding patches are determined in a neighboring set of the plurality of frames in the smoothed image sequence. A plurality of high-frequency patches are generated. Each high-frequency patch is based on image data at the locations of the corresponding patches in the original image sequence. The plurality of high-frequency patches are added to the upsampled frame to generate a high-quality upscaled frame.
    • 公开了一种用于升高图像序列的方法,系统和计算机可读存储介质。 基于包括多个帧的原始图像序列中的原始帧生成上采样帧。 基于原始图像序列生成平滑图像序列。 在上采样帧中确定多个补丁。 每个贴片包括上采样帧中的图像数据的子集。 在平滑图像序列中的多个帧的相邻集合中确定多个对应的片段的位置。 产生多个高频补丁。 每个高频片基于原始图像序列中相应片段位置处的图像数据。 将多个高频贴片添加到上采样帧以产生高质量的放大的帧。
    • 5. 发明授权
    • Plane detection and tracking for structure from motion
    • 运动结构的平面检测和跟踪
    • US09153025B2
    • 2015-10-06
    • US13551603
    • 2012-07-17
    • Hailin JinZihan Zhou
    • Hailin JinZihan Zhou
    • G06K9/00G06T7/00G06T7/20
    • G06T7/80G06T7/174G06T7/20G06T2207/10016G06T2207/30241H04N13/20
    • Plane detection and tracking algorithms are described that may take point trajectories as input and provide as output a set of inter-image homographies. The inter-image homographies may, for example, be used to generate estimates for 3D camera motion, camera intrinsic parameters, and plane normals using a plane-based self-calibration algorithm. A plane detection and tracking algorithm may obtain a set of point trajectories for a set of images (e.g., a video sequence, or a set of still photographs). A 2D plane may be detected from the trajectories, and trajectories that follow the 2D plane through the images may be identified. The identified trajectories may be used to compute a set of inter-image homographies for the images as output.
    • 描述了平面检测和跟踪算法,其可以将点轨迹作为输入,并且作为输出提供一组图像间同画。 例如,可以使用图像间同画来使用基于平面的自校准算法来生成用于3D相机运动,相机内在参数和平面法线的估计。 平面检测和跟踪算法可以获得一组图像(例如,视频序列或一组静态照片)的一组点轨迹。 可以从轨迹检测2D平面,并且可以识别通过图像在2D平面之后的轨迹。 所识别的轨迹可以用于计算图像的图像间同画作为输出。
    • 6. 发明授权
    • Methods and apparatus for robust video stabilization
    • 稳健视频稳定的方法和装置
    • US08929610B2
    • 2015-01-06
    • US13368279
    • 2012-02-07
    • Hailin JinAseem O. AgarwalaJue Wang
    • Hailin JinAseem O. AgarwalaJue Wang
    • G06K9/00G06K9/36H04N7/18H04N5/225G06T7/00G06T7/20
    • G06T7/33G06T7/246G06T2207/10016G06T2207/20028G06T2207/30241
    • Methods and apparatus for robust video stabilization. A video stabilization technique applies a feature tracking technique to an input video sequence to generate feature trajectories. The technique applies a video partitioning technique to segment the input video sequence into factorization windows and transition windows. The technique smoothes the trajectories in each of the windows, in sequence. For factorization windows, a subspace-based optimization technique may be used. For transition windows, a direct track optimization technique that uses a similarity motion model may be used. The technique then determines and applies warping models to the frames in the video sequence. In at least some embodiments, the warping models may include a content-preserving warping model, a homography model, a similarity transform model, and a whole-frame translation model. The warped frames may then be cropped according to a cropping technique.
    • 稳健视频稳定的方法和装置。 视频稳定技术将特征跟踪技术应用于输入视频序列以产生特征轨迹。 该技术应用视频分割技术将输入视频序列分解为分解窗口和转换窗口。 该技术顺序地平滑每个窗口中的轨迹。 对于分解窗口,可以使用基于子空间的优化技术。 对于转换窗口,可以使用使用相似度运动模型的直接跟踪优化技术。 该技术然后确定并应用翘曲模型到视频序列中的帧。 在至少一些实施例中,翘曲模型可以包括内容保留翘曲模型,单应性模型,相似度变换模型和全帧翻译模型。 然后可以根据裁剪技术裁剪翘曲的框架。
    • 8. 发明授权
    • Laying out multiple images
    • 放置多个图像
    • US08509566B2
    • 2013-08-13
    • US13486882
    • 2012-06-01
    • Hailin JinJen-Chan Chien
    • Hailin JinJen-Chan Chien
    • G06K9/36
    • G06T3/4038G06T7/30
    • Systems, methods, and apparatuses, including computer program products, are provided for re-layout of composite images. In some implementations, a method includes identifying geometric transformations corresponding to multiple images from a collection of images, where a geometric transformation reorients a corresponding image in relation to a common reference frame when applied and identifying a reference image for the multiple images in the collection of images. The method also includes determining overlapping image regions for the multiple images starting from the reference image, the determining based on the identified geometric transformations, determining additional transformations of a specified type for the multiple images based on the overlapping image regions, where an additional transformation lays out a corresponding image in relation to the reference image when applied, and making the additional transformations available for further processing and output with respect to the collection of images.
    • 提供了包括计算机程序产品在内的系统,方法和装置用于重新布局合成图像。 在一些实施方式中,一种方法包括从图像集合中识别对应于多个图像的几何变换,其中几何变换在应用时重新定位相对于公共参考帧的对应图像,并且在集合中识别多个图像的参考图像 图片。 该方法还包括确定从参考图像开始的多个图像的重叠图像区域,基于所识别的几何变换的确定,基于重叠图像区域确定多个图像的指定类型的额外变换,其中附加变换 在应用时相对于参考图像输出相应的图像,并且使得附加变换可用于进一步处理和输出关于图像的收集。