Semantically-aware neural radiance fields for visual scene understanding: A comprehensive review
TAQ Nguyen, A Bourki, M Macudzinski… - arxiv preprint arxiv …, 2024 - arxiv.org
This review thoroughly examines the role of semantically-aware Neural Radiance Fields
(NeRFs) in visual scene understanding, covering an analysis of over 250 scholarly papers. It …
(NeRFs) in visual scene understanding, covering an analysis of over 250 scholarly papers. It …
NVS-SQA: Exploring Self-Supervised Quality Representation Learning for Neurally Synthesized Scenes without References
Neural View Synthesis (NVS), such as NeRF and 3D Gaussian Splatting, effectively creates
photorealistic scenes from sparse viewpoints, typically evaluated by quality assessment …
photorealistic scenes from sparse viewpoints, typically evaluated by quality assessment …
Quality Prediction of AI Generated Images and Videos: Emerging Trends and Opportunities
The advent of AI has influenced many aspects of human life, from self-driving cars and
intelligent chatbots to text-based image and video generation models capable of creating …
intelligent chatbots to text-based image and video generation models capable of creating …
Explicit-NeRF-QA: A Quality Assessment Database for Explicit NeRF Model Compression
In recent years, Neural Radiance Fields (NeRF) have demonstrated significant advantages
in representing and synthesizing 3D scenes. Explicit NeRF models facilitate the practical …
in representing and synthesizing 3D scenes. Explicit NeRF models facilitate the practical …
Nerf-qa: Neural radiance fields quality assessment database
This short paper proposes a new database-NeRF-QA-containing 48 videos synthesized with
seven NeRF based methods, together with their perceived quality scores, resulting from …
seven NeRF based methods, together with their perceived quality scores, resulting from …
X-NR: Towards An Extended Reality-Driven Human Evaluation Framework for Neural-Rendering
The joint usage of Extended Reality (XR) and Artificial Intelligence (AI) has enabled different
Metaverse-related use cases. Such paradigms were recently adopted for immersive content …
Metaverse-related use cases. Such paradigms were recently adopted for immersive content …
NeRF-NQA: No-Reference Quality Assessment for Scenes Generated by NeRF and Neural View Synthesis Methods
Neural View Synthesis (NVS) has demonstrated efficacy in generating high-fidelity dense
viewpoint videos using a image set with sparse views. However, existing quality assessment …
viewpoint videos using a image set with sparse views. However, existing quality assessment …
NerfBaselines: Consistent and Reproducible Evaluation of Novel View Synthesis Methods
J Kulhanek, T Sattler - arxiv preprint arxiv:2406.17345, 2024 - arxiv.org
Novel view synthesis is an important problem with many applications, including AR/VR,
gaming, and simulations for robotics. With the recent rapid development of Neural Radiance …
gaming, and simulations for robotics. With the recent rapid development of Neural Radiance …
Will Neural 3D Object Representations be the Silver Bullet for Improving VR Experience in HMDs?
C Hsu, YC Sun, KY Lee… - 2024 IEEE 7th International …, 2024 - ieeexplore.ieee.org
We evaluate the presence and cybersickness scores of Virtual Reality (VR) applications
using a Head-Mounted Display (HMD) with different:(i) 3D objects in non-neural and neural …
using a Head-Mounted Display (HMD) with different:(i) 3D objects in non-neural and neural …
RayGauss: Volumetric Gaussian-Based Ray Casting for Photorealistic Novel View Synthesis
H Blanc, JE Deschaud, A Paljic - arxiv preprint arxiv:2408.03356, 2024 - arxiv.org
Differentiable volumetric rendering-based methods made significant progress in novel view
synthesis. On one hand, innovative methods have replaced the Neural Radiance Fields …
synthesis. On one hand, innovative methods have replaced the Neural Radiance Fields …