Patents by Inventor Huma Abidi

Huma Abidi 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).

  • APPARATUS, METHOD, DEVICE AND MEDIUM FOR LABEL-BALANCED CALIBRATION IN POST-TRAINING QUANTIZATION OF DNN
    Publication number: 20250077861
    Abstract: The disclosure provides an apparatus, method, device and medium for label-balanced calibration in post-training quantization of DNNs. An apparatus includes interface circuitry configured to receive a training dataset and processor circuitry coupled to the interface circuitry. The processor circuitry is configured to generate a small ground truth dataset by selecting images with a ground truth number of 1 from the training dataset; generate a calibration dataset randomly from the training dataset; if any image in the calibration dataset has the ground truth number of 1, remove the image from the small ground truth dataset; generate a label balanced calibration dataset by replacing an image with a ground truth number greater than a preset threshold in the calibration dataset with a replacing image selected randomly from the small ground truth dataset; and perform calibration using the label balanced calibration dataset in post-training quantization. Other embodiments are disclosed and claimed.
    Type: Application
    Filed: November 3, 2021
    Publication date: March 6, 2025
    Applicant: Intel Corporation
    Inventors: Haihao SHEN, Feng TIAN, Xi CHEN, Huma ABIDI, Yuwen ZHOU
  • COMPUTE OPTIMIZATION MECHANISM FOR DEEP NEURAL NETWORKS
    Publication number: 20250053797
    Abstract: An apparatus to facilitate compute optimization is disclosed. The apparatus includes a at least one processor to perform operations to implement a neural network and compute logic to accelerate neural network computations.
    Type: Application
    Filed: August 22, 2024
    Publication date: February 13, 2025
    Applicant: Intel Corporation
    Inventors: Amit Bleiweiss, Abhishek Venkatesh, Gokce Keskin, John Gierach, Oguz Elibol, Tomer Bar-On, Huma Abidi, Devan Burke, Jaikrishnan Menon, Eriko Nurvitadhi, Pruthvi Gowda Thorehosur Appajigowda, Travis T. Schluessler, Dhawal Srivastava, Nishant Patel, Anil Thomas
  • Compute optimization mechanism for deep neural networks
    Patent number: 12086705
    Abstract: An apparatus to facilitate compute optimization is disclosed. The apparatus includes a at least one processor to perform operations to implement a neural network and compute logic to accelerate neural network computations.
    Type: Grant
    Filed: December 29, 2017
    Date of Patent: September 10, 2024
    Assignee: Intel Corporation
    Inventors: Amit Bleiweiss, Abhishek Venkatesh, Gokce Keskin, John Gierach, Oguz Elibol, Tomer Bar-On, Huma Abidi, Devan Burke, Jaikrishnan Menon, Eriko Nurvitadhi, Pruthvi Gowda Thorehosur Appajigowda, Travis T. Schluessler, Dhawal Srivastava, Nishant Patel, Anil Thomas
  • COMPUTE OPTIMIZATION MECHANISM FOR DEEP NEURAL NETWORKS
    Publication number: 20190205736
    Abstract: An apparatus to facilitate compute optimization is disclosed. The apparatus includes a at least one processor to perform operations to implement a neural network and compute logic to accelerate neural network computations.
    Type: Application
    Filed: December 29, 2017
    Publication date: July 4, 2019
    Applicant: Intel Corporation
    Inventors: Amit Bleiweiss, Abhishek Venkatesh, Gokce Keskin, John Gierach, Oguz Elibol, Tomer Bar-On, Huma Abidi, Devan Burke, Jaikrishnan Menon, Eriko Nurvitadhi, Pruthvi Gowda Thorehosur Appajigowda, Travis T. Schluessler, Dhawal Srivastava, Nishant Patel, Anil Thomas