Essays about: "Squeezenet"

Showing result 1 - 5 of 8 essays containing the word Squeezenet.

  1. 1. Methods for Developing TinyConvolutional Neural Networksfor Deployment on EmbeddedSystems

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Egemen Yiğit Kömürcü; [2023]
    Keywords : ;

    Abstract : With the recent development in the Deep Learning area, computationally heavy tasks like object detection in images have become easier to compute and take less time to execute with powerful GPUs. Also, when employing sufficiently larger models, these daily tasks are predicted with greater accuracy. READ MORE

  2. 2. Deep Learning Model Deployment for Spaceborne Reconfigurable Hardware : A flexible acceleration approach

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Javier Ferre Martin; [2023]
    Keywords : Space Situational Awareness; Deep Learning; Convolutional Neural Networks; FieldProgrammable Gate Arrays; System-On-Chip; Computer Vision; Dynamic Partial Reconfiguration; High-Level Synthesis; Rymdsituationstänksamhet; Djupinlärning; Konvolutionsnätverk; Omkonfigurerbara Field-Programmable Gate Arrays FPGAs ; System-On-Chip SoC ; Datorseende; Dynamisk partiell omkonfigurering; Högnivåsyntes.;

    Abstract : Space debris and space situational awareness (SSA) have become growing concerns for national security and the sustainability of space operations, where timely detection and tracking of space objects is critical in preventing collision events. Traditional computer-vision algorithms have been used extensively to solve detection and tracking problems in flight, but recently deep learning approaches have seen widespread adoption in non-space related applications for their high accuracy. READ MORE

  3. 3. Face recognition on historical photographs

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Anil Poudel; [2021]
    Keywords : ;

    Abstract : The Stockholm city museum contains a large collection of old photographs. Manually classifying and comparing the photos for each person is inefficient and consumes more time. The idea is to recognize if photographs belong to the same person and compare photos from the photos collection. READ MORE

  4. 4. Real-time face recognition using one-shot learning : A deep learning and machine learning project

    University essay from Mittuniversitetet/Institutionen för informationssystem och –teknologi

    Author : Alex Darborg; [2020]
    Keywords : Face recognition; one-shot learning; machine learning; deep learning; face expression; Inception-Resnet-v1; Squeezenet; web service;

    Abstract : Face recognition is often described as the process of identifying and verifying people in a photograph by their face. Researchers have recently given this field increased attention, continuously improving the underlying models. The objective of this study is to implement a real-time face recognition system using one-shot learning. READ MORE

  5. 5. Real-time hand pose estimation on a smart-phone using Deep Learning

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Valentin Gourmet; [2019]
    Keywords : Hand joints; Deep Learning; Convolutional neural networks; Artificial intelligence; Embedded devices.;

    Abstract : Hand pose estimation is a computer vision challenge that consists of detecting the coordinates of a hand’s key points in an image. This research investigates several deep learning-based solutions to determine whether or not it is possible to improve current state-of-the-art detectors for smartphone applications. READ MORE