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Dngaussian: Optimizing sparse-view 3d gaussian radiance fields with global-local depth normalization
Radiance fields have demonstrated impressive performance in synthesizing novel views
from sparse input views yet prevailing methods suffer from high training costs and slow …
from sparse input views yet prevailing methods suffer from high training costs and slow …
Neural radiance field-based visual rendering: a comprehensive review
In recent years, Neural Radiance Fields (NeRF) has made remarkable progress in the field
of computer vision and graphics, providing strong technical support for solving key tasks …
of computer vision and graphics, providing strong technical support for solving key tasks …
Coherentgs: Sparse novel view synthesis with coherent 3d gaussians
The field of 3D reconstruction from images has rapidly evolved in the past few years, first
with the introduction of Neural Radiance Field (NeRF) and more recently with 3D Gaussian …
with the introduction of Neural Radiance Field (NeRF) and more recently with 3D Gaussian …
Is vanilla mlp in neural radiance field enough for few-shot view synthesis?
Abstract Neural Radiance Field (NeRF) has achieved superior performance for novel view
synthesis by modeling the scene with a Multi-Layer Perception (MLP) and a volume …
synthesis by modeling the scene with a Multi-Layer Perception (MLP) and a volume …
Zerorf: Fast sparse view 360deg reconstruction with zero pretraining
We present ZeroRF a novel per-scene optimization method addressing the challenge of
sparse view 360deg reconstruction in neural field representations. Current breakthroughs …
sparse view 360deg reconstruction in neural field representations. Current breakthroughs …
AIM 2024 sparse neural rendering challenge: Dataset and benchmark
Recent developments in differentiable and neural rendering have made impressive
breakthroughs in a variety of 2D and 3D tasks, eg novel view synthesis, 3D reconstruction …
breakthroughs in a variety of 2D and 3D tasks, eg novel view synthesis, 3D reconstruction …
Cvt-xrf: Contrastive in-voxel transformer for 3d consistent radiance fields from sparse inputs
Abstract Neural Radiance Fields (NeRF) have shown impressive capabilities for
photorealistic novel view synthesis when trained on dense inputs. However when trained on …
photorealistic novel view synthesis when trained on dense inputs. However when trained on …
Multiplane prior guided few-shot aerial scene rendering
Abstract Neural Radiance Fields (NeRF) have been successfully applied in various aerial
scenes yet they face challenges with sparse views due to limited supervision. The …
scenes yet they face challenges with sparse views due to limited supervision. The …
Sparsecraft: Few-shot neural reconstruction through stereopsis guided geometric linearization
We present a novel approach for recovering 3D shape and view dependent appearance
from a few colored images, enabling efficient 3D reconstruction and novel view synthesis …
from a few colored images, enabling efficient 3D reconstruction and novel view synthesis …
Global latent neural rendering
A recent trend among generalizable novel view synthesis methods is to learn a rendering
operator acting over single camera rays. This approach is promising because it removes the …
operator acting over single camera rays. This approach is promising because it removes the …