Aoneus: A neural rendering framework for acoustic-optical sensor fusion

M Qadri, K Zhang, A Hinduja, M Kaess… - ACM SIGGRAPH 2024 …, 2024 - dl.acm.org
Underwater perception and 3D surface reconstruction are challenging problems with broad
applications in construction, security, marine archaeology, and environmental monitoring …

Radar fields: Frequency-space neural scene representations for fmcw radar

D Borts, E Liang, T Broedermann… - ACM SIGGRAPH 2024 …, 2024 - dl.acm.org
Neural fields have been broadly investigated as scene representations for the reproduction
and novel generation of diverse outdoor scenes, including those autonomous vehicles and …

Neural Radiance Field-based Visual Rendering: A Comprehensive Review

M Yao, Y Huo, Y Ran, Q Tian, R Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
In recent years, Neural Radiance Fields (NeRF) has made remarkable progress in the field
of computer vision and graphics, providing strong technical support for solving key tasks …

Gated Fields: Learning Scene Reconstruction from Gated Videos

A Ramazzina, S Walz, P Dahal… - Proceedings of the …, 2024 - openaccess.thecvf.com
Reconstructing outdoor 3D scenes from temporal observations is a challenge that recent
work on neural fields has offered a new avenue for. However existing methods that recover …

NeMF: Neural Microphysics Fields

IK Betzer, R Ronen, V Holodovsky… - … on Pattern Analysis …, 2024 - ieeexplore.ieee.org
Inverse problems in scientific imaging often seek physical characterization of heterogeneous
scene materials. The scene is thus represented by physical quantities, such as the density …

A Comprehensive Review of Vision-Based 3D Reconstruction Methods

L Zhou, G Wu, Y Zuo, X Chen, H Hu - Sensors, 2024 - mdpi.com
With the rapid development of 3D reconstruction, especially the emergence of algorithms
such as NeRF and 3DGS, 3D reconstruction has become a popular research topic in recent …

A 4-channelled hazy image input generation and deep learning-based single image dehazing

PK Balla, A Kumar, R Pandey - Journal of Visual Communication and …, 2024 - Elsevier
The images in foggy weather are often degraded which may affect the object detection
process. Hence, in recent times, several schemes have been designed to eliminate the haze …

UW-GS: Distractor-Aware 3D Gaussian Splatting for Enhanced Underwater Scene Reconstruction

H Wang, N Anantrasirichai, F Zhang, D Bull - arXiv preprint arXiv …, 2024 - arxiv.org
3D Gaussian splatting (3DGS) offers the capability to achieve real-time high quality 3D
scene rendering. However, 3DGS assumes that the scene is in a clear medium environment …

PBR-NeRF: Inverse Rendering with Physics-Based Neural Fields

S Wu, S Basu, T Broedermann, L Van Gool… - arXiv preprint arXiv …, 2024 - arxiv.org
We tackle the ill-posed inverse rendering problem in 3D reconstruction with a Neural
Radiance Field (NeRF) approach informed by Physics-Based Rendering (PBR) theory …

NeuroPump: Simultaneous Geometric and Color Rectification for Underwater Images

Y Guo, H Liao, H Ling, B Huang - arXiv preprint arXiv:2412.15890, 2024 - arxiv.org
Underwater image restoration aims to remove geometric and color distortions due to water
refraction, absorption and scattering. Previous studies focus on restoring either color or the …