Superpixels for improved structure and terrain classification using multiple synthetic aperture radar image products
First Claim
1. A system comprising:
- an antenna that is configured to receive radar signals that have reflected off of a scene;
a processor; and
memory that comprises components that are executed by the processor, the components comprising;
a registration component that is configured to register a baseline synthetic aperture radar (SAR) image with a plurality of SAR images to create a stack of co-registered SAR images, wherein the plurality of SAR images are generated based upon the radar signals received by the antenna;
an artifact reduction component that is configured to perform a speckle-reduction operation on at least one SAR image in the stack of co-registered SAR images to form an artifact-reduced SAR image product, a first number of artifacts in the artifact-reduced SAR image product is less than a second number of artifacts in the at least one SAR image;
a segmentation component that is configured to;
form a segmented SAR image product by segmenting the artifact-reduced SAR image product into a plurality of superpixels based upon values of pixels in the artifact-reduced SAR image product; and
apply boundaries of the superpixels to the at least one SAR image to segment the at least one SAR image into a plurality of segments, such that the plurality of segments respectively correspond to the plurality of superpixels in the segmented SAR image product; and
a classifier component that is configured to assign a label to a segment in the plurality of segments in the at least one SAR image based upon pixel values in the segment, the label indicative of an identity of an object or feature captured in the at least one SAR image.
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Accused Products
Abstract
Various embodiments presented herein relate to assigning labels to segments of a synthetic aperture radar (SAR) image, where the segments are based upon a speckle-reduced SAR image product. A plurality of SAR images of a scene are co-registered to form a registered stack of SAR images. A speckle-reduced SAR image product is generated based upon at least one registered SAR image in the registered stack of SAR images. The speckle-reduced SAR image product is segmented into a plurality of superpixels, and boundaries of the superpixels are applied to the at least one registered SAR image to form a segmented SAR image. A segment of the SAR image is then labeled as including or not including a feature, wherein the label is assigned based upon values of pixels in the segment.
22 Citations
20 Claims
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1. A system comprising:
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an antenna that is configured to receive radar signals that have reflected off of a scene; a processor; and memory that comprises components that are executed by the processor, the components comprising; a registration component that is configured to register a baseline synthetic aperture radar (SAR) image with a plurality of SAR images to create a stack of co-registered SAR images, wherein the plurality of SAR images are generated based upon the radar signals received by the antenna; an artifact reduction component that is configured to perform a speckle-reduction operation on at least one SAR image in the stack of co-registered SAR images to form an artifact-reduced SAR image product, a first number of artifacts in the artifact-reduced SAR image product is less than a second number of artifacts in the at least one SAR image; a segmentation component that is configured to; form a segmented SAR image product by segmenting the artifact-reduced SAR image product into a plurality of superpixels based upon values of pixels in the artifact-reduced SAR image product; and apply boundaries of the superpixels to the at least one SAR image to segment the at least one SAR image into a plurality of segments, such that the plurality of segments respectively correspond to the plurality of superpixels in the segmented SAR image product; and a classifier component that is configured to assign a label to a segment in the plurality of segments in the at least one SAR image based upon pixel values in the segment, the label indicative of an identity of an object or feature captured in the at least one SAR image. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9)
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10. A method, comprising:
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receiving, at an antenna of a radar system, radar signals that have reflected off of a scene, wherein a plurality of synthetic aperture radar (SAR) images are generated based upon the radar signals received at the antenna; registering the plurality of SAR images to form a stack of registered SAR images; generating an artifact-reduced SAR image product based upon at least one registered SAR image from the stack of registered SAR images, the artifact-reduced SAR image product comprises fewer artifacts than the at least one registered SAR image; segmenting the artifact-reduced SAR image product into a plurality of superpixels to form a superpixel image product; applying boundaries of the superpixels to the at least one registered SAR image to form a segmented SAR image, the segmented SAR image comprises a plurality of segments that correspond to the superpixels of the superpixel image product; and assigning a label to a segment in segmented SAR image based upon values of pixels in the segment, the label indicative of an identity of an object or feature captured in at least one image in the plurality of SAR images. - View Dependent Claims (11, 12, 13, 14, 15, 16)
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17. A non-transitory computer-readable storage medium comprising instructions that, when executed by a processor, cause the processor to perform acts comprising:
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generating a plurality of synthetic aperture radar (SAR) images based upon radar signals received by an antenna of a radar system, wherein the radar signals have been directed towards a scene and have reflected off of the scene prior to being received by the antenna; registering the plurality of SAR images to form a stack of registered SAR images; applying a speckle reduction algorithm to at least one registered SAR image in the stack of registered SAR images to form an artifact-reduced SAR image product, the artifact-reduced SAR image product comprises fewer artifacts than the at least one registered SAR image; segmenting the artifact-reduced SAR image product into a plurality of superpixels to form a superpixel image product; applying boundaries of the superpixels in the superpixel image product to the at least one registered SAR image to form a segmented SAR image that comprises a plurality of segments, the plurality of segments respectively correspond to the plurality of superpixels; and assigning a label to a segment in the plurality of segments based upon values of pixels in the segment, the label indicative of an identity of an object or feature captured in at least one SAR image in the plurality of SAR images. - View Dependent Claims (18, 19, 20)
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Specification