Essays about: "ssl"

Showing result 1 - 5 of 56 essays containing the word ssl.

  1. 1. Semi-Supervised Head Detection for Low Resolution Images

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

    Author : Annie Biby Rapheal; [2023]
    Keywords : Object detection; Semi Supervised Learning; Head detection; Objektdetektion; Semisupervised Learning; Huvuddetektion;

    Abstract : Object detection is a widely researched and applied field in computer vision. Deep learning models have successfully been used for object detection over the years. The performance of State of the art (SOTA) object detection deep learning models is dependent on the number of labeled images. READ MORE

  3. 2. Federated Self-supervised Learning in Computer Vision

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Jonas Frankemölle; [2023]
    Keywords : ;

    Abstract : With an ever-increasing amount of available image data, self-supervised learning (SSL) circumvents the necessity for annotations in traditional supervised learning methods. SSL methods such as SimSiam have shown excellent results on popular benchmark datasets, even outperforming supervised methods. READ MORE

  4. 3. Semi-Supervised Domain Adaptation for Semantic Segmentation with Consistency Regularization : A learning framework under scarce dense labels

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

    Author : Daniel Morales Brotons; [2023]
    Keywords : Domain Adaptation; Semi-Supervised Learning; Semi-Supervised Domain Adaptation; Semantic Segmentation; Consistency Regularization; Domain Adaptation; Semi-Supervised Learning; Semi-Supervised Domain Adaptation; Semantisk Segmentering; Konsistensregularisering;

    Abstract : Learning from unlabeled data is a topic of critical significance in machine learning, as the large datasets required to train ever-growing models are costly and impractical to annotate. Semi-Supervised Learning (SSL) methods aim to learn from a few labels and a large unlabeled dataset. READ MORE

  5. 4. X.509 Certificate-Based Authentication for NETCONF and RESTCONF : Design Evaluation between Native and External Implementation

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

    Author : Qi Li; [2023]
    Keywords : NETCONF; RESTCONF; x509 over SSH; Erlang; Network Automation; PKIX; Public Key Infrastructure X.509 ; NETCONF; RESTCONF; x509 over SSH; Erlang; Nätverksautomatiserng; PKIX; Public Key Infrastructure X.509 ;

    Abstract : The Network Service Ochestrator (NSO) is a network automation system provided by Cisco that is used to automate large network changes with the ability to roll back in case of errors. It provides a rich northbound interface to communicate with the user and a southbound interface to orchestrate network devices securely. READ MORE

  6. 5. Sound Source Localization for an Urban Outdoor Setting : A Systematic Review

    University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

    Author : Anna Malmgren; [2022]
    Keywords : sound source localization; outdoor localization; state of the art SSL;

    Abstract : Sound source localization (SSL) is a broad field, with many important application areas. In outdoor environments SSL systems can, among other things, be used to increase citizens’ safety by detecting and locating abnormal sounds such as gunshots or screams. READ MORE