Deep learning with constrained data resource

This report provides a solution to solve the few samples learning (FSL) problems. The method can achieve a better accuracy compared to simple full-supervised learning methods, especially the problem becomes to a one-shotting problem.

Bibliographic Details
Main Author: Mao, Jiangtian
Other Authors: Xie Lihua
Format: Final Year Project (FYP)
Language:English
Published: Nanyang Technological University 2022
Subjects:
Online Access:https://hdl.handle.net/10356/158293
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author Mao, Jiangtian
author2 Xie Lihua
author_facet Xie Lihua
Mao, Jiangtian
author_sort Mao, Jiangtian
collection NTU
description This report provides a solution to solve the few samples learning (FSL) problems. The method can achieve a better accuracy compared to simple full-supervised learning methods, especially the problem becomes to a one-shotting problem.
first_indexed 2024-10-01T07:55:32Z
format Final Year Project (FYP)
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institution Nanyang Technological University
language English
last_indexed 2024-10-01T07:55:32Z
publishDate 2022
publisher Nanyang Technological University
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spelling ntu-10356/1582932023-07-07T18:55:23Z Deep learning with constrained data resource Mao, Jiangtian Xie Lihua School of Electrical and Electronic Engineering ELHXIE@ntu.edu.sg Engineering::Electrical and electronic engineering This report provides a solution to solve the few samples learning (FSL) problems. The method can achieve a better accuracy compared to simple full-supervised learning methods, especially the problem becomes to a one-shotting problem. Bachelor of Engineering (Electrical and Electronic Engineering) 2022-05-31T07:55:20Z 2022-05-31T07:55:20Z 2022 Final Year Project (FYP) Mao, J. (2022). Deep learning with constrained data resource. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/158293 https://hdl.handle.net/10356/158293 en application/pdf Nanyang Technological University
spellingShingle Engineering::Electrical and electronic engineering
Mao, Jiangtian
Deep learning with constrained data resource
title Deep learning with constrained data resource
title_full Deep learning with constrained data resource
title_fullStr Deep learning with constrained data resource
title_full_unstemmed Deep learning with constrained data resource
title_short Deep learning with constrained data resource
title_sort deep learning with constrained data resource
topic Engineering::Electrical and electronic engineering
url https://hdl.handle.net/10356/158293
work_keys_str_mv AT maojiangtian deeplearningwithconstraineddataresource