Systems, devices, and methods for detection of malaria
First Claim
Patent Images
1. A system, comprising:
- a resolution modification circuit configured to modify a pixel count of at least one micrograph of a biological sample acquired at one or more fields of view and to generate at least a first modified micrograph;
a filter-kernel generation circuit configured to generate a kernel for filtering a plurality of pixels forming the first modified micrograph based on a filtering characteristic, and to generate at least a first significance image representative of the at least one modified micrograph; and
an object identification circuit configured to identify groups of pixels in the first significance image indicative of one or more objects imaged in the at least one micrograph, and to generate one or more connected components of a graph representative of groups of pixels indicative of the one or more objects imaged in the at least one micrograph,wherein the object identification circuit is configured to determine a probability that the biological sample is infected with malaria, and to determine a confidence level associated with the determined probability that the biological sample is infected with malaria.
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Abstract
Systems, devices, and methods are described for providing a monitor or treatment device configured to, for example, detect hemozoin, as well as to monitor or treat a malarial infection.
100 Citations
28 Claims
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1. A system, comprising:
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a resolution modification circuit configured to modify a pixel count of at least one micrograph of a biological sample acquired at one or more fields of view and to generate at least a first modified micrograph; a filter-kernel generation circuit configured to generate a kernel for filtering a plurality of pixels forming the first modified micrograph based on a filtering characteristic, and to generate at least a first significance image representative of the at least one modified micrograph; and an object identification circuit configured to identify groups of pixels in the first significance image indicative of one or more objects imaged in the at least one micrograph, and to generate one or more connected components of a graph representative of groups of pixels indicative of the one or more objects imaged in the at least one micrograph, wherein the object identification circuit is configured to determine a probability that the biological sample is infected with malaria, and to determine a confidence level associated with the determined probability that the biological sample is infected with malaria. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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8. A system comprising:
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a resolution modification circuit configured to modify a pixel count of at least one micrograph of a biological sample acquired at one or more fields of view and to generate at least a first modified micrograph; a filter-kernel generation circuit configured to generate a kernel for filtering a plurality of pixels forming the first modified micrograph based on a filtering characteristic, and to generate at least a first significance image representative of the at least one modified micrograph; an object identification circuit configured to identify groups of pixels in the first significance image indicative of one or more objects imaged in the at least one micrograph, and to generate one or more connected components of a graph representative of groups of pixels indicative of the one or more objects imaged in the at least one micrograph; and a spatial frequency generation circuit configured to determine a spatial frequency spectrum of at least a first subset of pixels of the at least one micrograph, compare the spatial frequency spectrum of the first subset of pixels to reference spatial frequency spectrum information, and generate a response based on the comparison of the spatial frequency spectrum of the first subset of pixels to the reference spatial frequency spectrum information. - View Dependent Claims (9, 10, 11)
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12. A method, comprising:
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modifying a resolution of one or more micrographs of a biological sample acquired at one or more fields of view and generating at least a first modified micrograph; generating a first filtered micrograph by filtering the at least first modified micrograph based on a filtering protocol; and determining a disease state by identifying objects of the biological sample in the filtered micrograph, wherein determining the disease state includes determining a probability that the biological sample is infected with malaria. - View Dependent Claims (13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28)
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Specification