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1. 发明申请

US20120163709A1 AUTOMATED IDENTIFICATION OF IMAGE OUTLIERS 有权
标题翻译：自动识别图像显示器
公开(公告)号：US20120163709A1
公开(公告)日：2012-06-28
申请号：US12975684
申请日：2010-12-22
申请人： Marcelo De Barros , Satya Pradeep Kanduri , Nabeel Kaushal , Mikhail Parakhin , Manish Mittal , Adam Edlavitch
发明人： Marcelo De Barros , Satya Pradeep Kanduri , Nabeel Kaushal , Mikhail Parakhin , Manish Mittal , Adam Edlavitch
IPC分类号： G06K9/00
CPC分类号： G06K9/6265 , G06F17/30247 , G06F17/30864 , G06K9/6284
摘要： Outlier images—those images that differ substantially from other images in a set—can be automatically identified. One or more penalty values can be assigned to each image that quantifies how different that image is from others in the set. A threshold can be determined based on the set of penalty values. Each image whose penalty values are above the threshold is an outlier image. The penalty values can be the sum of per-pixel penalty values multiplied by the number of pixels with nonzero penalty values. A per-pixel penalty value can be the difference between a color value for that pixel and a predetermined range of color values, based on corresponding pixels in other images. The per-pixel penalty value can be determined for each component color and then optionally summed together. The threshold penalty values can be adjusted to provide for greater, or less, sensitivity to differences among the images.
摘要翻译：离群图像 - 可以自动识别那些与集合中的其他图像显着不同的图像。可以为每个图像分配一个或多个惩罚值，以量化该图像与该组中的其他图像的不同。可以基于惩罚值集合来确定阈值。惩罚值高于阈值的每个图像是异常值图像。惩罚值可以是每像素惩罚值乘以具有非零惩罚值的像素数的总和。基于其他图像中的相应像素，每像素惩罚值可以是该像素的颜色值与颜色值的预定范围之间的差。可以为每个分量颜色确定每像素罚分值，然后可选地将其相加。可以调整阈值惩罚值以对图像之间的差异提供更大或更小的灵敏度。

2. 发明授权

US08437557B2 Auto classifying images as “image not available” images 有权
标题翻译：自动将图像分类为“图像不可用”图像
公开(公告)号：US08437557B2
公开(公告)日：2013-05-07
申请号：US12777695
申请日：2010-05-11
申请人： Nabeel Kaushal , Feng Qi , Marcelo De Barros , Manish Mittal
发明人： Nabeel Kaushal , Feng Qi , Marcelo De Barros , Manish Mittal
IPC分类号： G06K9/62 , G06K9/00 , G06K9/46 , G06Q30/00 , G06F3/00
CPC分类号： G06K9/6256 , G06K9/036 , G06K9/6262
摘要： An image may be accepted from a vendor, and the image may be submitted to an image analysis system. The image analysis system may determine whether the image is a not found image or a true image. The determination may occur in a variety of ways by examining the color and intensity characteristics of an image. After the analysis, a determination is received from the image analysis system of whether the image is a not found image or a true image.
摘要翻译：可以从供应商接受图像，并且图像可以被提交到图像分析系统。图像分析系统可以确定图像是未找到的图像还是真实图像。可以通过检查图像的颜色和强度特性以各种方式进行确定。在分析之后，从图像分析系统接收到图像是否是未找到的图像还是真实图像的确定。

3. 发明授权

US08463026B2 Automated identification of image outliers 有权
标题翻译：自动识别图像异常值
公开(公告)号：US08463026B2
公开(公告)日：2013-06-11
申请号：US12975684
申请日：2010-12-22
申请人： Marcelo De Barros , Satya Pradeep Kanduri , Nabeel Kaushal , Mikhail Parakhin , Manish Mittal , Adam Edlavitch
发明人： Marcelo De Barros , Satya Pradeep Kanduri , Nabeel Kaushal , Mikhail Parakhin , Manish Mittal , Adam Edlavitch
IPC分类号： G06K9/00
CPC分类号： G06K9/6265 , G06F17/30247 , G06F17/30864 , G06K9/6284
摘要： Outlier images—those images that differ substantially from other images in a set—can be automatically identified. One or more penalty values can be assigned to each image that quantifies how different that image is from others in the set. A threshold can be determined based on the set of penalty values. Each image whose penalty values are above the threshold is an outlier image. The penalty values can be the sum of per-pixel penalty values multiplied by the number of pixels with nonzero penalty values. A per-pixel penalty value can be the difference between a color value for that pixel and a predetermined range of color values, based on corresponding pixels in other images. The per-pixel penalty value can be determined for each component color and then optionally summed together. The threshold penalty values can be adjusted to provide for greater, or less, sensitivity to differences among the images.
摘要翻译：离群图像 - 可以自动识别那些与集合中的其他图像显着不同的图像。可以为每个图像分配一个或多个惩罚值，以量化该图像与该组中的其他图像的不同。可以基于惩罚值集合来确定阈值。惩罚值高于阈值的每个图像是异常值图像。惩罚值可以是每像素惩罚值乘以具有非零惩罚值的像素数的总和。基于其他图像中的相应像素，每像素惩罚值可以是该像素的颜色值与颜色值的预定范围之间的差。可以为每个分量颜色确定每像素罚分值，然后可选地将其相加。可以调整阈值惩罚值以对图像之间的差异提供更大或更小的灵敏度。

4. 发明申请

US20110280474A1 AUTO CLASSIFYING IMAGES AS "IMAGE NOT AVAILABLE" IMAGES 有权
标题翻译：自动分类图像为“图像不可用”图像
公开(公告)号：US20110280474A1
公开(公告)日：2011-11-17
申请号：US12777695
申请日：2010-05-11
申请人： Nabeel Kaushal , Feng Qi , Marcelo De Barros , Manish Mittal
发明人： Nabeel Kaushal , Feng Qi , Marcelo De Barros , Manish Mittal
IPC分类号： G06K9/62 , G06K9/00
CPC分类号： G06K9/6256 , G06K9/036 , G06K9/6262
摘要： An image may be accepted from a vendor, and the image may be submitted to an image analysis system. The image analysis system may determine whether the image is a not found image or a true image. The determination may occur in a variety of ways by examining the color and intensity characteristics of an image. After the analysis, a determination is received from the image analysis system of whether the image is a not found image or a true image.
摘要翻译：可以从供应商接受图像，并且图像可以被提交到图像分析系统。图像分析系统可以确定图像是未找到的图像还是真实图像。可以通过检查图像的颜色和强度特性以各种方式进行确定。在分析之后，从图像分析系统接收到图像是否是未找到的图像还是真实图像的确定。

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