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This review aims to analyze the role of semantically-aware Neural Radiance Fields in visual scene understanding.

Semantically-aware Neural Radiance Fields for Visual Scene Understanding: A Comprehensive Review

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This review aims to analyze the role of semantically-aware Neural Radiance Fields in visual scene understanding.
Reviewed over 250 scholarly papers on Neural Radiance Fields.
Analyzed how NeRFs infer 3D representations of stationary and dynamic objects.
Explored various applications, including inpainting and scene segmentation.
Identified the effectiveness of NeRFs in generating high-quality viewpoints.
Highlighted the significance of semantic labels for object recognition.
Demonstrated the diverse applications of NeRFs in visual scene interpretation.

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This review highlights the role of neural radiance fields in 3D representations and scene inpainting, suggesting further applications.

Nguyen et al. (2026) studied this question.

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