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 …
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 …
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 …
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 …
Explicit_NeRF_QA: A Quality Assessment Database for Explicit NeRF Model Compression
Y Xing, Q Yang, K Yang, Y Xu, Z Li - arXiv preprint arXiv:2407.08165, 2024 - arxiv.org
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 View Synthesis: Subjective Quality Assessment and Objective Metrics Evaluation
Neural radiance fields (NeRF) are a groundbreaking computer vision technology that
enables the generation of high-quality, immersive visual content from multiple viewpoints …
enables the generation of high-quality, immersive visual content from multiple viewpoints …
An Evaluation of Quality Metrics for Neural Radiance Field
C Onuoha, JA Flaherty, S Luo… - 2023 IEEE 15th …, 2023 - ieeexplore.ieee.org
As Neural Radiance Field (NeRF) models unfold, the evaluation of perceptual quality
becomes paramount for ensuring good quality of experience for users. This is especially …
becomes paramount for ensuring good quality of experience for users. This is especially …
Quality of NeRF Changes with the Viewing Path an Observer Takes: A Subjective Quality Assessment of Real-time NeRF Model
S Tabassum, SA Amirshahi - 2024 16th International …, 2024 - ieeexplore.ieee.org
Despite Neural Radiance Fields (NeRF) revolutionizing the 3D world with its free viewpoint
synthesis, its quality evaluation still relies on static image datasets. While a limited number of …
synthesis, its quality evaluation still relies on static image datasets. While a limited number of …