Essays about: "pretext task"

Found 3 essays containing the words pretext task.

  1. 1. Transfer learning techniques in time series analysis

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

    Author : Robinson Sablons de Gélis; [2021]
    Keywords : Deep learning; Time series; Transfer learning; Self-supervised learning; Domain adaptation; Djupinlärning; tidsserier; överföringsinlärning; självövervakad inlärning; domänanpassning;

    Abstract : Deep learning works best with vast andd well-distributed data collections. However, collecting and annotating large data sets can be very time-consuming and expensive. Moreover, deep learning is specific to domain knowledge, even with data and computation. E. READ MORE

  2. 2. Pretraining a Neural Network for Hyperspectral Images Using Self-Supervised Contrastive Learning

    University essay from Linköpings universitet/Datorseende

    Author : Natalie Syrén Grönfelt; [2021]
    Keywords : computer vision; hyperspectral imaging; self-supervised learning; pretraining; contrastive learning; pretext task;

    Abstract : Hyperspectral imaging is an expanding topic within the field of computer vision, that uses images of high spectral granularity. Contrastive learning is a discrim- inative approach to self-supervised learning, a form of unsupervised learning where the network is trained using self-created pseudo-labels. READ MORE

  3. 3. Object Detection and Semantic Segmentation Using Self-Supervised Learning

    University essay from Linköpings universitet/Datorseende

    Author : Simon Gustavsson; [2021]
    Keywords : Self-supervised learning; Computer vision;

    Abstract : In this thesis, three well known self-supervised methods have been implemented and trained on road scene images. The three so called pretext tasks RotNet, MoCov2, and DeepCluster were used to train a neural network self-supervised. READ MORE