ACM MMAsia 2023 | NeRF-SDP: Efficient Generalizable Neural Radiance Field with Scene Depth Perception
To address the challenge of balancing rendering speed and quality in generalizable NeRF, we propose a novel framework, NeRF-SDP, which achieves both efficiency and high fidelity by introducing scene depth perception. We incorporate more scene information into the radiance field by using our proposed geometry feature extraction and depth-encoded ray transformer to improve the model's inference capabilities with sparse points.
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