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Found 4 papers, 1 papers with code
MSI-NeRF: Linking Omni-Depth with View Synthesis through Multi-Sphere Image aided Generalizable Neural Radiance Field
We first construct a multi-sphere image as a cost volume through feature extraction and warping of the input images.
Active Implicit Object Reconstruction using Uncertainty-guided Next-Best-View Optimization
To evaluate view uncertainty, we employ a sampling-based approach that directly extracts entropy from the reconstructed occupancy probability field as our measure of view information gain.
Learning a Room with the Occ-SDF Hybrid: Signed Distance Function Mingled with Occupancy Aids Scene Representation
We found that the color rendering loss results in optimization bias against low-intensity areas, causing gradient vanishing and leaving these areas unoptimized.
Efficient Implicit Neural Reconstruction Using LiDAR
Modeling scene geometry using implicit neural representation has revealed its advantages in accuracy, flexibility, and low memory usage.
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