deep-video-mvs
BundleFusion
deep-video-mvs | BundleFusion | |
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1 | 1 | |
205 | 1,476 | |
- | - | |
0.0 | 10.0 | |
almost 3 years ago | almost 4 years ago | |
Python | C++ | |
MIT License | GNU General Public License v3.0 or later |
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deep-video-mvs
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helpful pointers to state-of-the-art material for depth estimation from multi-view videos captured from cameras with arbitrary poses.
If deep learning is an option, then you might want to check out http://zak.murez.com/atlas/, https://zju3dv.github.io/neuralrecon/, https://github.com/ardaduz/deep-video-mvs and the references therein. These methods can be better than classical ones, especially if overfitted on a specific type of scene.
BundleFusion
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helpful pointers to state-of-the-art material for depth estimation from multi-view videos captured from cameras with arbitrary poses.
Take a look at BundleFusion: Paper, Project Page, Source Code and SIFTGPU Source Code, used in BundleFusion source. It has a “server GPU” implementation
What are some alternatives?
instant-ngp - Instant neural graphics primitives: lightning fast NeRF and more
colmap - COLMAP - Structure-from-Motion and Multi-View Stereo
nerf-pytorch - A PyTorch implementation of NeRF (Neural Radiance Fields) that reproduces the results.
SGDepth - [ECCV 2020] Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance
ACMMP - Multi-Scale Geometric Consistency Guided and Planar Prior Assisted Multi-View Stereo (TPAMI 2022)
STEPS - This is the official repository for ICRA-2023 paper "STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation"
simplerecon - [ECCV 2022] SimpleRecon: 3D Reconstruction Without 3D Convolutions
OpenMVG (open Multiple View Geometry) - open Multiple View Geometry library. Basis for 3D computer vision and Structure from Motion.
depthai - DepthAI Python API utilities, examples, and tutorials.