IP Library Granted Patent US 12,554,325
Granted Patent B2
US 12,554,325 · App. 17/741,263 · Granted Feb 17, 2026

Methods and apparatuses for low latency body state prediction based on neuromuscular data

Inventors: Nadine Hussami (Brooklyn, NY); Patrick William John Kaifosh (New York, NY); Alexandre Barachant (Brooklyn, NY); Daniel Wetmore (Brooklyn, NY)
Assignee: Meta Platforms Technologies, LLC
G06F3/015G06F3/017G06F3/02G06F3/0487
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Quick Facts
Patent No.
US 12,554,325
App. No.
17/741,263
Granted
Feb 17, 2026
Kind
B2
Abstract

The disclosed method may include receiving neuromuscular activity data over a first time series from a first sensor on a wearable device donned by a user receiving ground truth data over a second time series from a second sensor that indicates a body part state of a body part of the user, generating one or more training datasets by time-shifting at least a portion of the neuromuscular activity data over the first time series relative to the second time series, to associate the neuromuscular activity data with at least a portion of the ground truth data, and training one or more inferential models based on the one or more training datasets. Various other related methods and systems are also disclosed.

Claims (39)

1 . A computer-implemented method comprising:

accessing neuromuscular sensor data at a first time generated by a neuromuscular sensor on a wearable device donned by a user;

inputting the neuromuscular sensor data accessed at the first time into a trained inferential model that is configured to predict body state of a body part of the user;

predicting, based on the neuromuscular sensor data accessed at the first time, body state information for a second time that is a specified time interval after the first time for the body part of the user based on one or more outputs of the trained inferential model such that a temporal latency between the predicted body state information for the second time and an actual body state for the second time is less than a threshold amount of latency;

generating a visual representation of the body part of the user based on the predicted body state information; and

displaying the visual representation of the body part of the user via a pair of augmented-reality glasses.

2 . The computer-implemented method of claim 1 , wherein the wearable device includes a plurality of neuromuscular sensors arranged in a circumferential array.

3 . The computer-implemented method of claim 2 , wherein the plurality of neuromuscular sensors of the wearable device record neuromuscular signals from the user as the user exerts force or performs at least one of movements, poses, or gestures.

4 . The computer-implemented method of claim 1 , wherein the wearable device includes one or more auxiliary sensors configured to continuously record auxiliary signals that are implemented as inputs to the trained inferential model.

5 . The computer-implemented method of claim 1 , wherein the body state information is further predicted based on derived signal data.

6 . The computer-implemented method of claim 5 , wherein the derived signal data is integrated or filtered to determine movement of one or more muscles of the user during performance of a gesture.

7 . The computer-implemented method of claim 1 , wherein the neuromuscular sensor data generated by the neuromuscular sensor on the wearable device represents a discrete gesture performed by the user.

8 . The computer-implemented method of claim 7 , wherein the visual representation of the body part of the user includes the discrete gesture.

9 . The computer-implemented method of claim 1 , wherein the neuromuscular sensor data generated by the neuromuscular sensor on the wearable device represents a continuous movement gesture performed by the user.

10 . The computer-implemented method of claim 9 , wherein inputting the neuromuscular sensor data into the trained inferential model includes providing continuous, real-time inputs to the inferential model as neuromuscular signals generated by the user are being recorded.

11 . The computer-implemented method of claim 9 , wherein body state information is predicted for the user's body part in real-time, resulting in a real-time estimation of positions or forces of the user's body part.

12 . The computer-implemented method of claim 11 , wherein the visual representation of the users' body part includes the continuous movement gesture.

13 . A system comprising:

at least one physical processor; and

physical memory comprising computer-executable instructions that, when executed by the physical processor, cause the physical processor to:

access neuromuscular sensor data at a first time generated by a neuromuscular sensor on a wearable device donned by a user;

input the neuromuscular sensor data accessed at the first time into a trained inferential model that is configured to predict body state of a body part of the user;

predict, based on the neuromuscular sensor data accessed at the first time, body state information for a second time that is a specified time interval after the first time for the body part of the user based on one or more outputs of the trained inferential model such that a temporal latency between the predicted body state information for the second time and an actual body state for the second time is less than a threshold amount of latency;

generate a visual representation of the body part of the user based on the predicted body state information; and

display the visual representation of the body part of the user via a pair of augmented-reality glasses.

14 . The system of claim 13 , wherein the wearable device includes a plurality of neuromuscular sensors arranged in a circumferential array, and the plurality of neuromuscular sensors of the wearable device record neuromuscular signals from the user as the user exerts force or performs at least one of movements, poses, or gestures.

15 . The system of claim 13 , wherein the wearable device includes one or more auxiliary sensors configured to continuously record auxiliary signals that are implemented as inputs to the trained inferential model.

16 . The system of claim 13 , wherein the body state information is further predicted based on derived signal data.

17 . The system of claim 16 , wherein the derived signal data is integrated or filtered to determine movement of one or more muscles during performance of a gesture.

18 . The system of claim 13 , wherein the neuromuscular sensor data generated by the neuromuscular sensor on the wearable device represents a discrete gesture performed by the user.

19 . A non-transitory computer-readable medium comprising one or more computer-executable instructions that, when executed by at least one processor of a computing device, cause the computing device to:

access neuromuscular sensor data at a first time generated by a neuromuscular sensor on a wearable device donned by a user;

input the neuromuscular sensor data accessed at the first time into a trained inferential model that is configured to predict body state of a body part of the user;

predict, based on the neuromuscular sensor data accessed at the first time, body state information for a second time that is a specified time interval after the first time for the body part of the user based on one or more outputs of the trained inferential model such that a temporal latency between the predicted body state information for the second time and an actual body state for the second time is less than a threshold amount of latency;

generate a visual representation of the body part of the user based on the predicted body state information; and

display the visual representation of the body part of the user via a pair of augmented-reality glasses.

20 . The method of claim 1 , further comprising:

accessing inertial sensor data generated by an inertial measuring unit, wherein the inertial sensor data is distinct from the neuromuscular sensor data and the inertial measuring unit is distinct from the neuromuscular sensor; and

wherein inputting the neuromuscular sensor data accessed at the first time into the trained inferential model includes inputting the inertial sensor data into the trained inferential model.

Assignments (4)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Mar 13, 2023
From: HUSSAMI, NADINE; KAIFOSH, PATRICK; BARACHANT, ALEXANDRE; WETMORE, DANIEL
To: FACEBOOK TECHNOLOGIES, LLC
Reel/Frame 062966/0625 →
CHANGE OF NAME Recorded Mar 13, 2023
From: FACEBOOK TECHNOLOGIES, LLC
To: META PLATFORMS TECHNOLOGIES, LLC
Reel/Frame 063072/0473 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Aug 12, 2022
From: HUSSAMI, NADINE; KAIFOSH, PATRICK; BARACHANT, ALEXANDRE; WETMORE, DANIEL
To: FACEBOOK TECHNOLOGIES, LLC
Reel/Frame 060790/0610 →
CHANGE OF NAME Recorded Jun 7, 2022
From: FACEBOOK TECHNOLOGIES, LLC
To: META PLATFORMS TECHNOLOGIES, LLC
Reel/Frame 060291/0526 →
Continuity (45)
Continuation In Part 17555064 · Dec 17, 2021
Continuation In Part 17487695 · Sep 28, 2021
Continuation In Part 17485200 · Sep 24, 2021
Continuation In Part 17409371 · Aug 23, 2021
Continuation In Part 17409375 · Aug 23, 2021
Continuation In Part 17389899 · Jul 30, 2021
Continuation In Part 17297449
Continuation In Part 17293472
Continuation In Part 17228351 · Apr 12, 2021
Continuation In Part 16995859 · Aug 18, 2020
Division 16890352 · Jun 2, 2020
Division 16890352 · Jun 2, 2020
Continuation In Part 16862050 · Apr 29, 2020
Continuation In Part 16833309 · Mar 27, 2020
Continuation 16671066 · Oct 31, 2019
Continuation In Part 16657029 · Oct 18, 2019
Continuation 16557342 · Aug 30, 2019
Continuation 16539755 · Aug 13, 2019
Continuation 16424144 · May 28, 2019
Continuation 16389419 · Apr 19, 2019
Continuation 16258409 · Jan 25, 2019
Continuation 16257979 · Jan 25, 2019
Continuation In Part 16258279 · Jan 25, 2019
Continuation In Part 16165806 · Oct 19, 2018
Continuation In Part 16165841 · Oct 19, 2018
Continuation 15974430 · May 8, 2018
Continuation In Part 15659504 · Jul 25, 2017
Continuation 15659072 · Jul 25, 2017
Provisional Application 62841061 · Apr 30, 2019
Provisional Application 62841054 · Apr 30, 2019
Provisional Application 62826516 · Mar 29, 2019
Provisional Application 62771957 · Nov 27, 2018
Provisional Application 62768741 · Nov 16, 2018
Provisional Application 62726159 · Aug 31, 2018
Provisional Application 62718337 · Aug 13, 2018
Provisional Application 62696242 · Jul 10, 2018
Provisional Application 62677574 · May 29, 2018
Provisional Application 62676567 · May 25, 2018
Provisional Application 62621838 · Jan 25, 2018
Provisional Application 62621829 · Jan 25, 2018
Provisional Application 62621770 · Jan 25, 2018
Provisional Application 62574496 · Oct 19, 2017
Provisional Application 62366426 · Jul 25, 2016
Provisional Application 62366421 · Jul 25, 2016
Related Publication 20220269346A1 · Aug 25, 2022
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