Single-stage convolutional neural radiance fields

• Published in: Pattern analysis and applications : PAA Vol. 28; no. 2
• Main Authors: Lee, Yoonjae, Yoon, Gang-Joon, Song, Jinjoo, Yoon, Sang Min
• Format: Journal Article
• Language: English
• Published: London Springer London 01.06.2025; Springer Nature B.V
• Subjects: Ablation; Artificial neural networks; Computer Science; Computer vision; Multilayer perceptrons; Multilayers; Original Article; Pattern Recognition; Radiance; Neural radiance fields; Deep learning; View synthesis

Novel view synthesis captured from multiple images is a critical research topic in computer vision and computational photography due to its wide range of applications. Neural radiance fields significantly improve performance by optimizing continuous volumetric scene functions using a multi-layer per...