United States of America As Represented by the Secretary of the Air Force

Tuanjie Tong

William M Pottenger

James M Nagy

Erik Philip Blasch

Morgan A Bishop

Anthony Hoogs

A video information extraction system includes a memory to store a video; a textual information extraction module to obtain information about terms, entities, relations, and events from a ground truth caption corresponding to the video; and a video captioning module including an encoder (i) to receive the information about the terms, entities, relations, and events from the textual information extraction module, and (ii) to extract video features from the video; and a decoder to generate a text caption based on the extracted video features.

Deep learning based video information extraction system

In accordance with various embodiments of the disclosed subject matter, a method and framework configured for modeling a pattern of life (POL) by processing both categorical data and non-categorical data (e.g., numeric, spatial etc.), conducting pattern of life estimation (POLE), and detecting anomalous data in a multi-dimensional data set in a substantially simultaneous manner by comparing statistical PoL results.

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Allentown, PA, United States of America

Tuanjie Tong