Aic Innovations Group, Inc.

Ai Cure Technologies LLC

Aic Innovation Group, Inc.

Lei Guan

Adam Hanina

Gordon Kessler

Dehua Lai

Li Zhang

Daniel Glasner

Maurice Lepouttre

Xiaoguang Lu

Ryan Scott Bardsley

Isaac Galatzer-Levy

Muhammad Anzar Abbas

Damon Hamm

Vidya Koesmahargyo

Deshana Desai

Shaolei Feng

Richard Christie

A video is segmented into a plurality of sequences corresponding to different facial states performed by a patient in the video. For each sequence, displacement of a plurality of groups of landmarks of a face of the patient is tracked, to obtain, for each group of the plurality of groups, one or more displacement measures characterizing positions of the landmarks of the group. The one or more displacement measures corresponding to each group are provided into a corresponding neural network, to obtain a landmark feature. The neural networks corresponding to each group are different from one another. A sequence score for the sequence is determined based on a plurality of landmark features corresponding to the groups. A plurality of sequence scores are provided into a machine learning component, to obtain a patient score. A disease state of the patient is determined based on the patient score.

Neural network architecture for movement analysis

A medication confirmation method and apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication via a medication administration apparatus, storing the captured one or more video sequences, and analyzing at least one of the stored video sequences to confirm that the user has properly administered the medication, and has properly positioned the medication administration apparatus.

Apparatus and method for recognition of patient activities

A system and method for training a system for monitoring administration of medication. The method includes the steps of a method for training a medication administration monitoring apparatus, comprising the steps of defining one or more predetermined medications and then acquiring information from one or more data sources of a user administering medication. A first network is trained to recognize a first step of a medication administration sequence, and then a second network is trained to recognize a second step of a medication administration sequence based upon the training of the first network.

Method and apparatus for recognition of patient activity

A computer-implemented method includes obtaining a video of a subject, the video including a plurality of frames; generating, based on the plurality of frames, a plurality of optical flows; and encoding the plurality of optical flows using an autoencoder to obtain a movement-based biomarker value of the subject.

Biomarker determination using optical flows

A system and method for recognizing an object. The system includes an imaging apparatus for capturing an image of an object and a processor for receiving the captured image of the object, and for, when it is determined that fewer than a predetermined number of objects have been previously imaged, for determining whether the image of the captured object includes one or more characteristics determined to be similar to a same characteristic in a group of previously imaged objects so that the captured image is grouped with the previously imaged objects, or whether the image of the captured object includes one or more characteristics determined to be dissimilar to a same characteristic in a group of previously imaged objects so that the captured image is not grouped with the previously imaged objects, and the image of the captured object starts another group of previously imaged objects.

Apparatus and method for object recognition

A medication management system is described that is operable to determine whether a user is actually following a protocol, provide additional assistance to a user, starting with instructions, video instructions, and the like, and moving up to contact from a medication administrator if it is determined that the user would need such assistance in any medical adherence situation, including clinical trial settings, home care settings, healthcare administration locations, such as nursing homes, clinics, hospitals and the like. Suspicious activity on the part of a patient or other user of the system is identified and can be noted to a healthcare provider or other service provider where appropriate.

Medication adherence monitoring system and method

A method, apparatus and computer program stored on a non-volatile computer readable storage medium for confirming a pill in the mouth of a user. The computer program causing a general purpose computer to perform the steps of capturing one or more images of a user by an image capture device, confirming the position of the face of the user within the captured image by measuring a size of the face, and setting a predetermined portion of the face of the user to be a region of interest. An open mouth of the user is confirmed within the region of interest, and the open mouth of the user is classified as one of a mouth with a pill therein and a mouth without a pill therein.

Apparatus and method for determination of medication location

A method, system and computer program for confirming proper medication amount for a medication injection apparatus. The computer program causes a computer to perform the steps of providing one or more instructions on a display of a computing device instructing placement of an injectable medication apparatus including an indication of an amount of medication to be injected by the injectable medication apparatus, imaging by an image capture one or more images of the injectable medication apparatus including the indication of the amount of medication, and comparing by a processor of the computing device through recognition of the indication of the amount of medication, the indicated amount to a predetermined amount. One or more additional instructions may be provided on the display of the computing device to change the indication of the amount of medication if it is determined that the recognized indicated amount does not match the predetermined amount.

Apparatus and method for recognition of medication administration indicator

A medication confirmation method and apparatus for confirming administration of medication employing an inhalable medication administration apparatus. The method of an embodiment of the invention includes the steps of capturing one or more video sequences of a user administering medication employing the inhalable medication administration apparatus, storing the captured one or more video sequences, capturing one or more audio sequences of the user administering medication employing the inhalable medication administration apparatus and storing the captured one or more audio sequences. At least one of the stored video sequences and at least one of the stored audio sequences are then analyzed to confirm that the user has properly administered the medication.

Apparatus and method for recognition of inhaler actuation

A method and system for de-identifying a video sequence are provided. The method may include the steps of capturing a video sequence, comprising a number of individual frames, including one or more users performing one or more actions, and using activity recognition to recognize one of the one or more actions. One or more of the plurality of frames may be defined as comprising the recognized one or more actions, and a portion of the one or more of the plurality of frames may be identified to remain visible. The non-identified portions of the one or more of the plurality of frames and the non-defined frames may be de-identified. This method may be applied to the determination of whether a user has ingested a medication pill.

Method and apparatus for identification

A method and apparatus for tracking a medication to be administered by a user. The method includes the steps of determining the identity of a medication to be administered by a user, identifying one or more characteristics associated with the medication that are to be used to continue to track the medication, the one or more characteristics including less than a total number of characteristics associated with the medication to be administered, and tracking the medication to be administered in accordance with the identified one or more characteristics through one or more future video images.

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Jersey City, NJ, United States of America

Lei Guan