Training deep network models for accurate recognition of texts in scenes

The purpose of this report investigates and implement different state-of-the-art deep learning network models for the recognition of various text in scenes. Furthermore, fine-tuning of parameters and modifying of the model is conducted to investigate the effect and the changes to the accuracy.

Bibliographic Details
Main Author: Teo, Zhi Kai
Other Authors: Lu Shijian
Format: Final Year Project (FYP)
Language:English
Published: Nanyang Technological University 2022
Subjects:
Online Access:https://hdl.handle.net/10356/157313
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author Teo, Zhi Kai
author2 Lu Shijian
author_facet Lu Shijian
Teo, Zhi Kai
author_sort Teo, Zhi Kai
collection NTU
description The purpose of this report investigates and implement different state-of-the-art deep learning network models for the recognition of various text in scenes. Furthermore, fine-tuning of parameters and modifying of the model is conducted to investigate the effect and the changes to the accuracy.
first_indexed 2024-10-01T03:48:24Z
format Final Year Project (FYP)
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institution Nanyang Technological University
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spelling ntu-10356/1573132022-05-13T07:23:55Z Training deep network models for accurate recognition of texts in scenes Teo, Zhi Kai Lu Shijian School of Computer Science and Engineering Shijian.Lu@ntu.edu.sg Engineering::Computer science and engineering The purpose of this report investigates and implement different state-of-the-art deep learning network models for the recognition of various text in scenes. Furthermore, fine-tuning of parameters and modifying of the model is conducted to investigate the effect and the changes to the accuracy. Bachelor of Engineering (Computer Science) 2022-05-13T07:23:55Z 2022-05-13T07:23:55Z 2022 Final Year Project (FYP) Teo, Z. K. (2022). Training deep network models for accurate recognition of texts in scenes. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/157313 https://hdl.handle.net/10356/157313 en application/pdf Nanyang Technological University
spellingShingle Engineering::Computer science and engineering
Teo, Zhi Kai
Training deep network models for accurate recognition of texts in scenes
title Training deep network models for accurate recognition of texts in scenes
title_full Training deep network models for accurate recognition of texts in scenes
title_fullStr Training deep network models for accurate recognition of texts in scenes
title_full_unstemmed Training deep network models for accurate recognition of texts in scenes
title_short Training deep network models for accurate recognition of texts in scenes
title_sort training deep network models for accurate recognition of texts in scenes
topic Engineering::Computer science and engineering
url https://hdl.handle.net/10356/157313
work_keys_str_mv AT teozhikai trainingdeepnetworkmodelsforaccuraterecognitionoftextsinscenes