Nerf: Neural radiance field in 3d vision, a comprehensive review

K Gao, Y Gao, H He, D Lu, L Xu, J Li - arXiv preprint arXiv:2210.00379, 2022 - arxiv.org
Neural Radiance Field (NeRF), a new novel view synthesis with implicit scene
representation has taken the field of Computer Vision by storm. As a novel view synthesis …

[PDF][PDF] The age of synthetic realities: Challenges and opportunities

JP Cardenuto, J Yang, R Padilha… - … on Signal and …, 2023 - nowpublishers.com
Synthetic realities are digital creations or augmentations that are contextually generated
through the use of Artificial Intelligence (AI) methods, leveraging extensive amounts of data …

Neurallift-360: Lifting an in-the-wild 2d photo to a 3d object with 360deg views

D Xu, Y Jiang, P Wang, Z Fan… - Proceedings of the …, 2023 - openaccess.thecvf.com
Virtual reality and augmented reality (XR) bring increasing demand for 3D content
generation. However, creating high-quality 3D content requires tedious work from a human …

Advances in neural rendering

A Tewari, J Thies, B Mildenhall… - Computer Graphics …, 2022 - Wiley Online Library
Synthesizing photo‐realistic images and videos is at the heart of computer graphics and has
been the focus of decades of research. Traditionally, synthetic images of a scene are …

Sinnerf: Training neural radiance fields on complex scenes from a single image

D Xu, Y Jiang, P Wang, Z Fan, H Shi… - European Conference on …, 2022 - Springer
Despite the rapid development of Neural Radiance Field (NeRF), the necessity of dense
covers largely prohibits its wider applications. While several recent works have attempted to …

Hyperreel: High-fidelity 6-dof video with ray-conditioned sampling

B Attal, JB Huang, C Richardt… - Proceedings of the …, 2023 - openaccess.thecvf.com
Volumetric scene representations enable photorealistic view synthesis for static scenes and
form the basis of several existing 6-DoF video techniques. However, the volume rendering …

Nerf-ds: Neural radiance fields for dynamic specular objects

Z Yan, C Li, GH Lee - … of the IEEE/CVF Conference on …, 2023 - openaccess.thecvf.com
Abstract Dynamic Neural Radiance Field (NeRF) is a powerful algorithm capable of
rendering photo-realistic novel view images from a monocular RGB video of a dynamic …

SeaThru-NeRF: Neural radiance fields in scattering media

D Levy, A Peleg, N Pearl… - Proceedings of the …, 2023 - openaccess.thecvf.com
Research on neural radiance fields (NeRFs) for novel view generation is exploding with new
models and extensions. However, a question that remains unanswered is what happens in …

Neural point catacaustics for novel-view synthesis of reflections

G Kopanas, T Leimkühler, G Rainer… - ACM Transactions on …, 2022 - dl.acm.org
View-dependent effects such as reflections pose a substantial challenge for image-based
and neural rendering algorithms. Above all, curved reflectors are particularly hard, as they …

A critical analysis of nerf-based 3d reconstruction

F Remondino, A Karami, Z Yan, G Mazzacca, S Rigon… - Remote Sensing, 2023 - mdpi.com
This paper presents a critical analysis of image-based 3D reconstruction using neural
radiance fields (NeRFs), with a focus on quantitative comparisons with respect to traditional …