Patents by Inventor Mitchell Geoffrey GOLDENBERG

Mitchell Geoffrey GOLDENBERG 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).

  • Patent number: 11596482
    Abstract: Computer implemented methods and systems are provided for training a machine learning architecture for surgical performance tracking and measurement based on surgical procedure video data set. The methods and systems include, in a first aspect, a sequential relation architecture and a dimensionality reduction architecture. In a second aspect, the methods and systems include a surgical instrument instance segmentation architecture, a decomposition model, and a sequential relation architecture. The video data is processed on a frame level to generate compressed or reduced representations of the video data.
    Type: Grant
    Filed: May 22, 2020
    Date of Patent: March 7, 2023
    Assignee: SURGICAL SAFETY TECHNOLOGIES INC.
    Inventors: Shuja Khalid, Mitchell Geoffrey Goldenberg, Teodor Pantchev Grantcharov, Babak Taati, Frank Rudzicz
  • Publication number: 20200367974
    Abstract: Computer implemented methods and systems are provided for training a machine learning architecture for surgical performance tracking and measurement based on surgical procedure video data set. The methods and systems include, in a first aspect, a sequential relation architecture and a dimensionality reduction architecture. In a second aspect, the methods and systems include a surgical instrument instance segmentation architecture, a decomposition model, and a sequential relation architecture. The video data is processed on a frame level to generate compressed or reduced representations of the video data.
    Type: Application
    Filed: May 22, 2020
    Publication date: November 26, 2020
    Inventors: Shuja KHALID, Mitchell Geoffrey GOLDENBERG, Teodor Pantchev GRANTCHAROV, Babak TAATI, Frank RUDZICZ