Patents by Inventor Md Jubaer Hossain Pantho

Md Jubaer Hossain Pantho 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).

  • High-performance CNN inference model at the pixel-parallel CMOS image sensor
    Patent number: 11800258
    Abstract: Methods and systems are directed to enabling CNN operation close to an image sensor and facilitating CNN inference near the image sensor. The system includes, in part, a digital image sensor and a plurality of processing layers that include, in part, an attention-based preprocessing layer (APL), an inference computation layer (ICL), and a fully connected layer. The digital image sensor can include, in part, a plurality of regions and each region can be processed by region processing units disposed in the APL/ICL in parallel. Each region processing unit disposed in the APL can include, in part, an attention module that determines whether the corresponding region is a relevant region. The region processing units disposed in the APL transmit only relevant data to corresponding region processing units in the ICL and only activate the corresponding region processing units in the ICL for relevant regions. The ICL can include, in part, two convolution layers.
    Type: Grant
    Filed: October 6, 2021
    Date of Patent: October 24, 2023
    Assignee: University of Florida Research Foundation, Incorporated
    Inventors: Christophe Bobda, Pankaj Bhowmik, Md Jubaer Hossain Pantho
  • HIGH-PERFORMANCE CNN INFERENCE MODEL AT THE PIXEL-PARALLEL CMOS IMAGE SENSOR
    Publication number: 20220124273
    Abstract: Methods and systems are directed to enabling CNN operation close to an image sensor and facilitating CNN inference near the image sensor. The system includes, in part, a digital image sensor and a plurality of processing layers that include, in part, an attention-based preprocessing layer (APL), an inference computation layer (ICL), and a fully connected layer. The digital image sensor can include, in part, a plurality of regions and each region can be processed by region processing units disposed in the APL/ICL in parallel. Each region processing unit disposed in the APL can include, in part, an attention module that determines whether the corresponding region is a relevant region. The region processing units disposed in the APL transmit only relevant data to corresponding region processing units in the ICL and only activate the corresponding region processing units in the ICL for relevant regions. The ICL can include, in part, two convolution layers.
    Type: Application
    Filed: October 6, 2021
    Publication date: April 21, 2022
    Inventors: Christophe Bobda, Pankaj Bhowmik, Md Jubaer Hossain Pantho
  • Reconfigurable 3D Pixel-Parallel Neuromorphic Architecture for Smart Image Sensor
    Publication number: 20190325250
    Abstract: A digital image capturing and processing system and method having a plurality of intertwined processing planes for the efficient processing of information associated with an image.
    Type: Application
    Filed: April 24, 2019
    Publication date: October 24, 2019
    Applicant: BOARD OF TRUSTEES OF THE UNIVERSITY OF ARKANSAS
    Inventors: Christophe Bobda, Pankaj Bhowmik, Md Jubaer Hossain Pantho, Marjan Asadinia