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公开(公告)号:WO2022115659A1
公开(公告)日:2022-06-02
申请号:PCT/US2021/060895
申请日:2021-11-26
发明人: GUZIK, Thomas , ADEEL, Muhammad
IPC分类号: H04N21/466 , H04N21/432 , H04N21/242 , G06N20/00
摘要: This disclosure describes techniques for continuous improvement of machine learning models (also called data models) in a Content Management System (CMS). In one example, a CMS may store a set of data models for each application such as plate number recognition, facial recognition, a determination of likelihood of assault to a law enforcement officer in a traffic violation or robbery scenario, and car identification. In an example embodiment, a predictive model may be used to select a data model from the plurality of data models. The selected data model may be further improved or trained to a new sample of data features to generate an output pattern (e.g., likelihood of assault to a law enforcement officer).
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公开(公告)号:WO2022115658A1
公开(公告)日:2022-06-02
申请号:PCT/US2021/060894
申请日:2021-11-26
发明人: GUZIK, Thomas , ADEEL, Muhammad , KUCERA, Ryan
摘要: This disclosure describes techniques for creating a universal schema with default fields that support sensor formats of different devices. In one example, the universal schema supports substantial equivalents between data fields in different sensor formats. Further, a sensor format may be configured to support inheritance and aggregation of sensor formats in prior devices. Accordingly, the mapping of sensor formats that supports inheritance and aggregation in the universal schema may provide several advantages such as capturing a mapping of substantive equivalents between the fields in different sensor formats.
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公开(公告)号:WO2022256344A1
公开(公告)日:2022-12-08
申请号:PCT/US2022/031647
申请日:2022-05-31
发明人: GUZIK, Thomas , ADEEL, Muhammad
摘要: An indication from a body-worn device may be received at a user device, in which the indication notifies the user device that the body-worn device has detached from a mounting position. The user device may be a body-worn hub or another body-worn device. A command is then generated at the user device to trigger the body-worn device or another body-worn device to perform an action based at least on the indication. In some instances, the user device may send an event notification for the indication to an event handler on a hub or a server for the event handler to determine whether to perform an action based at least on the event notification.
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公开(公告)号:WO2022115657A1
公开(公告)日:2022-06-02
申请号:PCT/US2021/060893
申请日:2021-11-26
发明人: GUZIK, Thomas
IPC分类号: H04N7/18 , H04N5/77 , H04N21/274 , H04N21/8547 , H04N21/218 , H04N21/235 , H04N5/92
摘要: This disclosure describes techniques for a consumer application that integrates a model-controller-view (MCV) design pattern with an event streaming platform such as an Apache KafkaTM in a network operation center (NOC) server to support NOC workspace interoperability. The MCV design pattern may include a pattern that divides an application into three main logical components (e.g., model component, controller component, and view component) to handle specific aspects of the application. In one example, the model component decouples the telemetry data streams from an event stream platform, and the controller component filters a queried set of decoupled telemetry data streams to dynamically control views to be rendered in the view component.
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公开(公告)号:WO2022271468A1
公开(公告)日:2022-12-29
申请号:PCT/US2022/033119
申请日:2022-06-10
发明人: GUZIK, Thomas , ADEEL, Muhammad
IPC分类号: G06V20/40 , G06V40/20 , B60Q1/56 , G06F18/213 , G06K7/1413 , G06K7/1417 , G06V10/141 , G06V10/143 , G06V10/44 , G06V10/462 , G06V10/56 , G06V20/56 , G06V20/62 , G06V20/625 , G06V30/10
摘要: This disclosure describes techniques for of improving an image readability via one or more patterns that may be taken using different light wavelengths. A first pattern may include alphanumeric characters, barcodes, Quick Response (QR) codes, or a similar unique code that can be used to identify vehicle license plates, road signals, or the like, using a light wavelength such as a visible light wavelength. A paired second pattern may include a copy of the first pattern or a different pattern but constructed with a different material that responds to a different light wavelength. In one example, the paired second pattern may be identified and used as a reference for identifying the first pattern. This technique of using multi-patterns for identifying road signals, charts, placards, advertisements, and particularly the vehicle license plates during extreme weather conditions may improve law enforcement operations.
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公开(公告)号:WO2022250987A1
公开(公告)日:2022-12-01
申请号:PCT/US2022/029291
申请日:2022-05-13
发明人: GUZIK, Thomas , ADEEL, Muhammad
摘要: Described herein are techniques that may be used to automatically identify and index events within a media content file. Such techniques may comprise receiving, from at least one recording device, a media content, receiving sensor data determined to correspond to the media content, determine a context associated with the at least one recording device based on the sensor data, identifying, based on one or more data patterns detected within the sensor data and based on the contextual data, at least one event, generating an index corresponding to the identified event, and storing an indication of the generated index in association with the media content.
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公开(公告)号:WO2022115656A1
公开(公告)日:2022-06-02
申请号:PCT/US2021/060892
申请日:2021-11-26
发明人: GUZIK, Thomas , ADEEL, Muhammad
摘要: A data model computing device receives a first data model with a first set of attributes, a first margin of error, a first set of predictions, and an underlying data set. Subsequently, the data model computing device receives a second data model with a second set of attributes, as the test data for a machine learning module. Based on the first and second data model, the machine learning function generates a second set of predictions and a second margin of error. The data model computing device performs a statistical analysis on the first and second set of predictions and the first and second margin of error to determine if the second set of predictions converge with the first set of predictions and second margin of error is narrower than the first margin of error, to determine if the second data model improves the prediction results of the machine learning module.
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公开(公告)号:WO2022115655A1
公开(公告)日:2022-06-02
申请号:PCT/US2021/060890
申请日:2021-11-26
发明人: GUZIK, Thomas
IPC分类号: G06F16/901 , G06F16/25 , G06F16/21 , G06F16/22 , G06F16/907 , G06F9/4401 , G06N20/00
摘要: A data aggregation implementation includes self-configuring drivers. From the viewpoint of a Network Operation Center (NOC), a plurality of heterogenous content sources provide content that may be of a variety of different types and formats. All of this content must be ingested and stored for retrieval and reporting, analysis, and/or presentation despite many differences in their collection, format, transmission, and quality. In some embodiments, the NOC includes or cooperates with one or more servers to, among other functions, receive content from content sources, request object reflection by the driver of each content source, receive driver attributes in response, and map the metadata of the content for each content source to a universal schema, thereby self-configuring the driver.
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公开(公告)号:WO2018200758A1
公开(公告)日:2018-11-01
申请号:PCT/US2018/029485
申请日:2018-04-25
发明人: GUZIK, Thomas
摘要: Techniques for efficiently and automatically activating portable devices include a device nomenclature schema used to associate devices with particular entities, including a person, a group of persons, a role, a location, a type, etc. A first device can be configured to activate one or more other devices according to assigned entity names when certain conditions occur. When a recording event occurs, metadata associated with one or more recording devices is stored, including entities that were activated during the recording event. A reviewer of the event recording can thereby easily determine other devices that might have stored data related to the event.
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公开(公告)号:WO2023287646A1
公开(公告)日:2023-01-19
申请号:PCT/US2022/036444
申请日:2022-07-08
发明人: GUZIK, Thomas , ADEEL, Muhammad
IPC分类号: H04N21/231 , H04N21/235 , H04N21/845 , H04N7/18
摘要: Described herein are techniques that may be used to identify a portion of media data to be prioritized. Such techniques may comprise receiving, from a media collection device, media information that includes a first media data and at least one of trigger data or sensor data, determining, based on one or more of the trigger data or the sensor data, that a portion of the first media data is to be prioritized, identifying, based on one or more of the trigger data or the sensor data, a beginning and end time to be associated with a second media data that includes the portion of the first media data, and generating the second media data from the received first media data based on the beginning and ending time, the second media data including less than the entirety of the first media data.
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