Patents by Inventor Javed Siddique
Javed Siddique has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).
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Patent number: 11989949Abstract: Systems, methods, models, and training data for models are discussed, for determining vehicle positioning, and in particular identifying tailgating. Simulated training images showing vehicles following other vehicles, under various conditions, are generated using a virtual environment. Models are trained to determine following distance between two vehicles. Trained models are used to in detection of tailgating, based on determined distance between two vehicles. Results of tailgating are output to warn a driver, or to provide a report on driver behavior.Type: GrantFiled: July 20, 2023Date of Patent: May 21, 2024Assignee: Geotab Inc.Inventors: Joy Mazumder, Shashank Saurav, Javed Siddique, Mohammed Sohail Siddique
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Publication number: 20240157934Abstract: Systems and methods for generating vehicle safety scores and vehicle collision probabilities are provided. The methods involve operating at least one processor to: retrieve vehicle data originating from a telematics device installed in a vehicle, the vehicle data including a plurality of safety exception events performed by the vehicle; determine a plurality of exception rates based on the vehicle data, each exception rate representing a normalized rate of occurrence of one of the exception event types; determine plurality of collision sub-probabilities using a plurality of collision probability models and the plurality of exception rates, each collision probability model associated with one of the exception event types and operable to predict one of the collision sub-probabilities based on one of the exception rates of the associated exception event type; and determine a collision probability for the vehicle based on the plurality of collision sub-probabilities.Type: ApplicationFiled: November 1, 2023Publication date: May 16, 2024Inventors: Xin Zhang, Gregory Gordon Douglas Hines, Jiawei Yu, Willem Petersen, Tuhin Tiwari, Meenakshi Sundaram Murugesan, Javed Siddique, Jason Jiajie Yan, Narasimha Rao Durgam, Li Zhang
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Publication number: 20240015265Abstract: Detection models are distributed as needed to a select subset of image capture devices, based on geographic location and time of the image capture devices. Each image capture device which receives a model processes image data according to the model, and provides a notification of any detected instances of an event the model is trained to detect. Distribution and detection can be based on historical data or live data.Type: ApplicationFiled: September 19, 2023Publication date: January 11, 2024Inventors: William John Ballantyne, Javed Siddique
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Patent number: 11800065Abstract: Detection models are distributed as needed to a select subset of image capture devices, based on geographic location and time of the image capture devices. Each image capture device which receives a model processes image data according to the model, and provides a notification of any detected instances of an event the model is trained to detect. Distribution and detection can be based on historical data or live data.Type: GrantFiled: August 18, 2022Date of Patent: October 24, 2023Assignee: Geotab Inc.Inventors: William John Ballantyne, Javed Siddique
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Patent number: 11748664Abstract: Systems, methods, models, and training data for models are discussed, for determining vehicle positioning, and in particular identifying tailgating. Simulated training images showing vehicles following other vehicles, under various conditions, are generated using a virtual environment. Models are trained to determine following distance between two vehicles. Trained models are used to in detection of tailgating, based on determined distance between two vehicles. Results of tailgating are output to warn a driver, or to provide a report on driver behavior.Type: GrantFiled: April 12, 2023Date of Patent: September 5, 2023Assignee: Geotab Inc.Inventors: Joy Mazumder, Shashank Saurav, Javed Siddique, Mohammed Sohail Siddique
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Patent number: 11693920Abstract: Systems and methods by a telematics server are provided. The method includes receiving, over a network, training data including model input data and a known output label corresponding to the model input data from a first device, training a centralized machine-learning model using the training data, determining, by the centralized machine-learning model, an output label prediction certainty based on the model input data, determining an increase in the output label prediction certainty over a prior predicted output label certainty of the centralized machine-learning model, and sending, over the network, a machine-learning model update to a second device in response to determining that the increase in the output label prediction certainty is greater than an output label prediction increase threshold.Type: GrantFiled: April 6, 2022Date of Patent: July 4, 2023Assignee: Geotab Inc.Inventors: William John Ballantyne, Javed Siddique
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Patent number: 11682218Abstract: Methods for vehicle data collection by image analysis are provided. An example method involves positioning a camera in a vehicle to be pointed toward a field of interest in the vehicle, capturing an image of the field of interest with the camera, identifying a region of interest in the image that is expected to convey vehicle information, and running an image processing model over the region of interest to extract vehicle information from the image.Type: GrantFiled: December 16, 2021Date of Patent: June 20, 2023Assignee: Geotab Inc.Inventors: Thomas Arthur Walli, William John Ballantyne, Javed Siddique, Amir Antoun Renne Sayegh
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Patent number: 11669593Abstract: Systems and methods for training image processing models for vehicle data collection by image analysis are provided. An example method involves accessing an image of a field of interest in a vehicle captured by a camera in the vehicle, providing a user interface to, display the image, receive input that defines a region of interest in the image that is expected to convey vehicle information, and receive input that assigns a label to the region of interest that associates the region of interest with an image processing model that is to be trained to extract a type of vehicle information from the region of interest, and contributing the image, labelled with the region of interest and the label associating the region of interest to the image processing model, to a training data library to train the image processing model.Type: GrantFiled: March 18, 2021Date of Patent: June 6, 2023Assignee: Geotab Inc.Inventors: Thomas Arthur Walli, William John Ballantyne, Javed Siddique, Amir Antoun Renne Sayegh
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Publication number: 20230143809Abstract: Systems and methods by a telematics server are provided. The method includes receiving, over a network, training data including model input data and a known output label corresponding to the model input data from a first device, training a centralized machine-learning model using the training data, determining, by the centralized machine-learning model, an output label prediction certainty based on the model input data, determining an increase in the output label prediction certainty over a prior predicted output label certainty of the centralized machine-learning model, and sending, over the network, a machine-learning model update to a second device in response to determining that the increase in the output label prediction certainty is greater than an output label prediction increase threshold.Type: ApplicationFiled: April 6, 2022Publication date: May 11, 2023Inventors: William John Ballantyne, Javed Siddique
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Publication number: 20230144289Abstract: An input/output (I/O) expansion adapter and a method by an I/O expansion adapter are provided. The method includes receiving raw I/O expansion data from an I/O expander coupled thereto, processing the raw I/O expansion into processed I/O expansion data, and sending the processed I/O expansion data to the telematics device.Type: ApplicationFiled: October 24, 2022Publication date: May 11, 2023Inventors: William John Ballantyne, Javed Siddique
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Publication number: 20230057652Abstract: Detection models are distributed as needed to a select subset of image capture devices, based on geographic location and time of the image capture devices. Each image capture device which receives a model processes image data according to the model, and provides a notification of any detected instances of an event the model is trained to detect. Distribution and detection can be based on historical data or live data.Type: ApplicationFiled: August 18, 2022Publication date: February 23, 2023Inventors: William John Ballantyne, Javed Siddique
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Publication number: 20230056150Abstract: Detection models are distributed as needed to a select subset of image capture devices, based on geographic location and time of the image capture devices. Each image capture device which receives a model processes image data according to the model, and provides a notification of any detected instances of an event the model is trained to detect. Distribution and detection can be based on historical data or live data.Type: ApplicationFiled: August 18, 2022Publication date: February 23, 2023Inventors: William John Ballantyne, Javed Siddique
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Patent number: 11530961Abstract: System for automatically classifying vehicle vocation and benchmarking vehicle performance relative to other vehicles having the same vocation classification, independent of vehicle fleet groupings, industry vehicle application groupings and vehicle type groupings, is disclosed. The system includes a vehicle vocation classifier in communication with a data management system to store historical vehicle data including recurring vehicle usage data, and assign one or more predicted vocations for each vehicle based on the recurring vehicle usage data using a machine learning technique. The system also includes a benchmarking management system for grouping the historical vehicle data for vehicles of same determined predicted vocation, determining therefrom benchmarking vehicles having better performance characteristics than other vehicles of the same determined predicted vocation, and benchmarking performance of the other predicted vocation vehicles relative to the benchmarking vehicles.Type: GrantFiled: May 20, 2020Date of Patent: December 20, 2022Assignee: GEOTAB, INC.Inventors: Javed Siddique, Robert Bradley, Xiaochen Zhang
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Publication number: 20220301322Abstract: Methods for vehicle data collection by image analysis are provided. An example method involves positioning a camera in a vehicle to be pointed toward a field of interest in the vehicle, capturing an image of the field of interest with the camera, identifying a region of interest in the image that is expected to convey vehicle information, and running an image processing model over the region of interest to extract vehicle information from the image.Type: ApplicationFiled: December 16, 2021Publication date: September 22, 2022Applicant: Geotab Inc.Inventors: Thomas Arthur Walli, William John Ballantyne, Javed Siddique, Amir Antoun Renne Sayegh
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Publication number: 20220300759Abstract: Systems and methods for training image processing models for vehicle data collection by image analysis are provided. An example method involves accessing an image of a field of interest in a vehicle captured by a camera in the vehicle, providing a user interface to, display the image, receive input that defines a region of interest in the image that is expected to convey vehicle information, and receive input that assigns a label to the region of interest that associates the region of interest with an image processing model that is to be trained to extract a type of vehicle information from the region of interest, and contributing the image, labelled with the region of interest and the label associating the region of interest to the image processing model, to a training data library to train the image processing model.Type: ApplicationFiled: March 18, 2021Publication date: September 22, 2022Applicant: Geotab Inc.Inventors: Thomas Arthur Walli, William John Ballantyne, Javed Siddique, Amir Antoun Renne Sayegh
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Publication number: 20220300747Abstract: Systems and methods for vehicle data collection by image analysis are provided. An example method involves positioning a camera in a vehicle to be pointed toward a field of interest in the vehicle, capturing an image of the field of interest with the camera, identifying a region of interest in the image that is expected to convey vehicle information, and running an image processing model over the region of interest to extract vehicle information from the image.Type: ApplicationFiled: March 18, 2021Publication date: September 22, 2022Applicant: Geotab Inc.Inventors: Thomas Arthur Walli, William John Ballantyne, Javed Siddique, Amir Antoun Renne Sayegh
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Publication number: 20210140775Abstract: Apparatus, device, methods and system relating to a vehicular telemetry environment for classifying vehicle vocation and benchmarking vehicle performance relative to other vehicles of the same vocation are disclosed.Type: ApplicationFiled: May 20, 2020Publication date: May 13, 2021Inventors: Javed Siddique, Robert Bradley, Xiaochen Zhang
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Publication number: 20210142595Abstract: Apparatus, device, methods and system relating to a vehicular telemetry environment for classifying vehicle vocation and benchmarking vehicle performance relative to other vehicles of the same vocation are disclosed.Type: ApplicationFiled: May 20, 2020Publication date: May 13, 2021Inventors: Javed Siddique, Robert Bradley, Xiaochen Zhang
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Publication number: 20210142596Abstract: Apparatus, device, methods and system relating to a vehicular telemetry environment for classifying vehicle vocation and benchmarking vehicle performance relative to other vehicles of the same vocation are disclosed.Type: ApplicationFiled: May 20, 2020Publication date: May 13, 2021Inventors: Javed Siddique, Robert Bradley, Xiaochen Zhang
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Patent number: 10928277Abstract: Automatic classifying vehicles by vocation and benchmarking vehicle performance relative to other vehicles of the same vocation are disclosed. Vehicles having a same vocation relative to each other and independent of vehicle fleet, industry vehicle application and vehicle type are benchmarked. Historical vehicle data that includes recurring vehicle usage data is stored. Using a learned trained classifier for each vehicle of the plurality of vehicles, a predicted vocation based on vehicle usage data may be obtained. A grouping based on the predicted vocations and the historical vehicle data is made. A determination from the benchmarked vehicles having better performance characteristics than other vehicles of the same predicted vocations is made. Performance of the other vehicles relative to benchmarking vehicles is made.Type: GrantFiled: June 5, 2020Date of Patent: February 23, 2021Assignee: Geotab Inc.Inventors: Javed Siddique, Robert Bradley, Xiaochen Zhang