Frequency regularized tensorial radiance field (free-TensoRF)

This project aims to enhance the rendering quality of Neural Radiance Field (NeRF) acceleration techniques, specifically focusing on Tensorial Radiance Field (TensoRF) which was introduced by Xu, Zexiang et al in 2022. NeRF, initially proposed by Mildenhall et al in 2020, revolutionized scene render...

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Main Author: Ingale, Omkar
Other Authors: Lu Shijian
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/176001
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1760012024-05-17T15:38:09Z Frequency regularized tensorial radiance field (free-TensoRF) Ingale, Omkar Lu Shijian School of Computer Science and Engineering Shijian.Lu@ntu.edu.sg Computer and Information Science This project aims to enhance the rendering quality of Neural Radiance Field (NeRF) acceleration techniques, specifically focusing on Tensorial Radiance Field (TensoRF) which was introduced by Xu, Zexiang et al in 2022. NeRF, initially proposed by Mildenhall et al in 2020, revolutionized scene rendering through the use of a Multi-Layer Perceptron (MLP). While TensoRF demonstrated significant improvements over base NeRF by modelling scenes as a 4D tensor, there remains untapped potential for refining its rendering quality. In light of advancements in since TensoRF’s publication, this project seeks to explore innovative techniques, such as frequency regularization, to elevate the rendering quality of TensoRF. The primary objective is to improve TensoRF’s rendering quality without compromising its appealing attributes, such as rendering speed and memory efficiency. Through this exploration, the project aims to contribute to the ongoing evolution of NeRF acceleration techniques, pushing the boundaries of rendering quality and efficiency. Bachelor's degree 2024-05-13T02:42:52Z 2024-05-13T02:42:52Z 2024 Final Year Project (FYP) Ingale, O. (2024). Frequency regularized tensorial radiance field (free-TensoRF). Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/176001 https://hdl.handle.net/10356/176001 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Computer and Information Science
spellingShingle Computer and Information Science
Ingale, Omkar
Frequency regularized tensorial radiance field (free-TensoRF)
description This project aims to enhance the rendering quality of Neural Radiance Field (NeRF) acceleration techniques, specifically focusing on Tensorial Radiance Field (TensoRF) which was introduced by Xu, Zexiang et al in 2022. NeRF, initially proposed by Mildenhall et al in 2020, revolutionized scene rendering through the use of a Multi-Layer Perceptron (MLP). While TensoRF demonstrated significant improvements over base NeRF by modelling scenes as a 4D tensor, there remains untapped potential for refining its rendering quality. In light of advancements in since TensoRF’s publication, this project seeks to explore innovative techniques, such as frequency regularization, to elevate the rendering quality of TensoRF. The primary objective is to improve TensoRF’s rendering quality without compromising its appealing attributes, such as rendering speed and memory efficiency. Through this exploration, the project aims to contribute to the ongoing evolution of NeRF acceleration techniques, pushing the boundaries of rendering quality and efficiency.
author2 Lu Shijian
author_facet Lu Shijian
Ingale, Omkar
format Final Year Project
author Ingale, Omkar
author_sort Ingale, Omkar
title Frequency regularized tensorial radiance field (free-TensoRF)
title_short Frequency regularized tensorial radiance field (free-TensoRF)
title_full Frequency regularized tensorial radiance field (free-TensoRF)
title_fullStr Frequency regularized tensorial radiance field (free-TensoRF)
title_full_unstemmed Frequency regularized tensorial radiance field (free-TensoRF)
title_sort frequency regularized tensorial radiance field (free-tensorf)
publisher Nanyang Technological University
publishDate 2024
url https://hdl.handle.net/10356/176001
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