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    • 9. 发明授权
    • Video concept detection using multi-layer multi-instance learning
    • 使用多层多实例学习的视频概念检测
    • US08804005B2
    • 2014-08-12
    • US12111202
    • 2008-04-29
    • Tao MeiXian-Sheng HuaShipeng LiZhiwei Gu
    • Tao MeiXian-Sheng HuaShipeng LiZhiwei Gu
    • G06K9/62G06K9/34
    • G11B27/28G06K9/00711G06K9/6282
    • Visual concepts contained within a video clip are classified based upon a set of target concepts. The clip is segmented into shots and a multi-layer multi-instance (MLMI) structured metadata representation of each shot is constructed. A set of pre-generated trained models of the target concepts is validated using a set of training shots. An MLMI kernel is recursively generated which models the MLMI structured metadata representation of each shot by comparing prescribed pairs of shots. The MLMI kernel is subsequently utilized to generate a learned objective decision function which learns a classifier for determining if a particular shot (that is not in the set of training shots) contains instances of the target concepts. A regularization framework can also be utilized in conjunction with the MLMI kernel to generate modified learned objective decision functions. The regularization framework introduces explicit constraints which serve to maximize the precision of the classifier.
    • 视频剪辑中包含的视觉概念基于一组目标概念进行分类。 剪辑被分割成镜头,并且构建每个镜头的多层多实例(MLMI)结构化元数据表示。 使用一组训练镜头验证了一组预先生成的目标概念训练模型。 通过比较规定的拍摄对,递归地生成MLMI内核,以对每个镜头的MLMI结构化元数据表示进行建模。 MLMI内核随后被用于生成学习的客观决策函数,该函数学习用于确定特定镜头(不在该组训练镜头中)是否包含目标概念的实例的分类器。 正则化框架也可以与MLMI内核一起使用,以生成修改后的学习目标决策函数。 正则化框架引入明确的约束,用于最大化分类器的精度。
    • 10. 发明申请
    • Cooperative Web Browsing Using Multiple Devices
    • 使用多个设备的合作网页浏览
    • US20140053054A1
    • 2014-02-20
    • US13585185
    • 2012-08-14
    • Huifeng ShenShipeng LiYan LuZhaotai PanJianfeng Wang
    • Huifeng ShenShipeng LiYan LuZhaotai PanJianfeng Wang
    • G06F15/16G06F17/00
    • G06F17/30905
    • A proxy-based thin-client web browsing framework enables cooperative web browsing of multiple devices. The multiple devices may include devices that are not intended for web browsing and have limited or no web browsers and/or user input capabilities. The proxy-based thin client web browsing framework employs a virtual browser at a proxy server to perform all browser-engine logics, and retrieve, render and encode web pages on behalf of the multiple devices. The multiple devices therefore only need to have limited decoding and display capabilities to perform web browsing. The proxy-based thin client web browsing framework further includes a touch controller as a remote controller for a device that has no or limited user texting or manipulating capabilities.
    • 基于代理的瘦客户端Web浏览框架可实现多个设备的协同网页浏览。 多个设备可以包括不用于网页浏览的设备,并且具有有限的或没有web浏览器和/或用户输入能力的设备。 基于代理的瘦客户端Web浏览框架在代理服务器上使用虚拟浏览器来执行所有浏览器引擎逻辑,并且代表多个设备检索,呈现和编码网页。 因此,多个设备仅需要具有有限的解码和显示功能来执行网页浏览。 基于代理的瘦客户机web浏览框架还包括作为用于没有或限制用户发短信或操纵能力的设备的遥控器的触摸控制器。