Multi-View 3D Reconstruction
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Benchmarks
ETH3D
Most implemented
Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images
Refine3DNet: Scaling Precision in 3D Object Reconstruction from Multi-View RGB Images using Attention
TetWeave: Isosurface Extraction using On-The-Fly Delaunay Tetrahedral Grids for Gradient-Based Mesh Optimization
Fast3R: Towards 3D Reconstruction of 1000+ Images in One Forward Pass
Papers
Learning Spherical Occupancy Profiles for Multi-View 3D Reconstruction and Generation
We study spherical occupancy profiles-the ray-wise occupancy probability profiles P(r) = T(r) o(r) distilled from multi-view 3D Gaussian reconstructions-as a unified intermediate representation for both discriminative an…
Multi-View 3D ReconstructionInvSplat: Inverse Feed-Forward Scene Splatting
Inverse rendering aims to recover both 3D geometry and physically meaningful material properties from images, enabling applications such as relighting and novel view synthesis. Optimization-based methods achieve high fid…
Multi-View 3D ReconstructionNovel View SynthesisInverse RenderingVisual Geometry Transformer in the Wild: Distractor-Free 3D Reconstruction
Current end-to-end multi-view 3D reconstruction methods achieve impressive results, but rely on a restrictive static assumption: the scenes is entire distractor-free with perfect cross-view geometry. This reliance on ide…
Multi-View 3D ReconstructionPoint CloudsG-MASt3R-SfM: Graph-based View Pruning and Multi-stage Optimization for Robust SfM
Structure from Motion (SfM) is essential for multi-view 3D reconstruction, however, its accuracy heavily relies on the accuracy of image matching. While the recent correspondence matching method, MASt3R, enables robust m…
Multi-View 3D ReconstructionCamera Pose EstimationImage Matching3D Consistency Optimization for Self-Supervised Monocular Video Depth Estimation
Reliable monocular video depth estimation is crucial for downstream 3D reasoning and embodied AI in endoscopic navigation. However, existing self-supervised approaches typically treat video frames independently or rely o…
Multi-View 3D ReconstructionDepth EstimationDéjà View: Looping Transformers for Multi-View 3D Reconstruction
Recent feed-forward 3D reconstruction transformers have scaled to over a billion parameters, following the broader trend of increasing model capacity in computer vision. Yet emerging evidence suggests that contiguous tra…
Multi-View 3D Reconstruction