Patents by Inventor Federica Albertini

Federica Albertini 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).

  • Deployment of deep neural networks (DNN) in embedded devices by means of peer-to-peer routing between computational points
    Patent number: 11138504
    Abstract: A system and method of executing a deep neural network (DNN) in a local area network (LAN) may include executing a partitioned deep neural network in multiple computational nodes (CPs) in devices operating on the LAN. An image frame may be captured by a device. The image frame may be processed by a first layer of the partitioned neural network by a CP operating on the device. In response to the device that captured the image frame determining to request processing assistance from another CP, a request using a peer-to-peer protocol to other CPs on the LAN may be performed. A feature map may be communicated to another CP selected using the peer-to-peer protocol to process the feature map by a next layer of the DNN.
    Type: Grant
    Filed: December 28, 2018
    Date of Patent: October 5, 2021
    Assignee: Datalogic IP Tech S.R.L.
    Inventors: Francesco D'Ercoli, Federica Albertini
  • DEPLOYMENT OF DEEP NEURAL NETWORKS (DNN) IN EMBEDDED DEVICES BY MEANS OF PEER-TO-PEER ROUTING BETWEEN COMPUTATIONAL POINTS
    Publication number: 20200210834
    Abstract: A system and method of executing a deep neural network (DNN) in a local area network (LAN) may include executing a partitioned deep neural network in multiple computational nodes (CPs) in devices operating on the LAN. An image frame may be captured by a device. The image frame may be processed by a first layer of the partitioned neural network by a CP operating on the device. In response to the device that captured the image frame determining to request processing assistance from another CP, a request using a peer-to-peer protocol to other CPs on the LAN may be performed. A feature map may be communicated to another CP selected using the peer-to-peer protocol to process the feature map by a next layer of the DNN.
    Type: Application
    Filed: December 28, 2018
    Publication date: July 2, 2020
    Inventors: Francesco D'Ercoli, Federica Albertini