Patents by Inventor Akash Dhamasia

Akash Dhamasia 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).

  • Publication number: 20220343171
    Abstract: Methods, apparatus, systems, and articles of manufacture are disclosed that calibrate error aligned uncertainty for regression and continuous structured prediction tasks/optimizations. An example apparatus includes a prediction model, at least one memory, instructions, and processor circuitry to at least one of execute or instantiate the instructions to calculate a count of samples corresponding to an accuracy-certainty classification category, calculate a trainable uncertainty calibration loss value based on the calculated count, calculate a final differentiable loss value based on the trainable uncertainty calibration loss value, and calibrate the prediction model with the final differentiable loss value.
    Type: Application
    Filed: June 30, 2022
    Publication date: October 27, 2022
    Inventors: Neslihan Kose Cihangir, Omesh Tickoo, Ranganath Krishnan, Ignacio J. Alvarez, Michael Paulitsch, Akash Dhamasia
  • Publication number: 20220215691
    Abstract: Disclosed herein are systems, devices, and methods for an uncertainty-aware robot system that may perform a personalized risk analysis of an observed person. The uncertainty-aware robot system determines a recognized behavior for the observed person based on sensor information indicative of a gait of the observed person. The uncertainty-aware robot system determines an uncertainty score for the recognized behavior based on a comparison of the recognized behavior to potentially expected behaviors associated with the observed person and the environment. The uncertainty-aware robot system generates a remedial action instruction based on the uncertainty score.
    Type: Application
    Filed: March 24, 2022
    Publication date: July 7, 2022
    Inventors: Neslihan KOSE CIHANGIR, Rafael ROSALES, Akash DHAMASIA, Yang PENG, Michael PAULITSCH
  • Publication number: 20220111528
    Abstract: A computing device, including: a memory configured to store computer-readable instructions; and unintended human motion detection processing circuitry configured to execute the computer-readable instructions to cause the computing device to: interpret a human action; receive autonomous mobile robot (AMR) sensor data from an AMR sensor; and detect whether the human action is intended or unintended, wherein the detection is based on a predicted human action, a current human emotional or physical state, the interpreted human action, and the AMR sensor data.
    Type: Application
    Filed: December 22, 2021
    Publication date: April 14, 2022
    Inventors: Akash Dhamasia, Florian Geissler, Ralf Graefe, Neslihan Kose Cihangir, Michael Paulitsch, Rafael Rosales, Norbert Stoeffler