Tg-17, Inc.

Yaacob Aizer

Ron Asher

Joseph Keshet

Ran Banker

Zcharia Baratz

Olga Peled

A goal of the disclosure is to provide real-time adjustment of a deep learning-based tracking system to track a moving individual without using a labeled set of training data. Disclosed are systems and methods for tracking a moving individual with an autonomous drone. Initialization video data of the specific individual is obtained. Based on the initialization video data, real-time training of an input neural network is performed to generate a detection neural network that uniquely corresponds to the specific individual. Real-time video monitoring data of the specific individual and the surrounding environment is captured. Using the detection neural network, target detection is performed on the real-time video monitoring data and a detection output corresponding to a location of the specific individual within a given frame of the real-time video monitoring data is generated. Based on the detection output, first tracking commands are generated to maneuver and center the camera on the location of the specific individual.

Systems and methods for real-time adjustment of neural networks for autonomous tracking and localization of moving subject

First and second screenshot images are obtained from a monitoring application provided on a first computing device. Each screenshot image comprises a plurality of content portions displayed by a communication application on the first computing device, and content boxing is performed to calculate a plurality of content boxes for the plurality of content portions. Each content box is classified as containing textual communication content or image communication content. Textual communications are extracted via Optical Character Recognition (OCR) and object identifiers are extracted from the image communications via image recognition. At least one shared content box present in both the first and second screenshot images is identified and used to temporally align the extracted textual communications. The temporally aligned textual communications are condensed into a textual communication sequence.

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Ganei Tikva, Israel

Yaacob Aizer