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MVS

Multi-View Stereo based on deep learning

📃论文列表

MVS系列核心创新点 & 缺陷

简称/笔记 论文题目 出处(年份) 原文
代码
推荐值
1 MVSNet MVSNet: Depth Inference for Unstructured Multi-view Stereo ECCV 2018 paper
code
★★★★★
2 R-MVSNet Recurrent MVSNet for High-resolution Multi-view Stereo Depth Inference CVPR 2019 paper
code
★★★
3 Point-MVSNet Point-based multi-view stereo network ICCV 2019 oral paper
code
★★★★
4 P-MVSNet P-MVSNet: Learning Patch-wise Matching Confidence Aggregation for Multi-View Stereo ICCV 2019 paper
5 CVP-MVSNet Cost Volume Pyramid Based Depth Inference for Multi-View Stereo CVPR 2020 oral paper
code
★★★★★
6 RayNet RayNet: Learning Volumetric 3D Reconstruction with Ray Potentials CVPR 2018 oral paper
code
★★★☆
7 AttMVSNet Attention-Aware Multi-View Stereo CVPR 2020 paper ★☆
8 CasMVSNet Cascade Cost Volume for High-Resolution Multi-View Stereo and Stereo Matching CVPR 2020 oral paper
code
★★★★★
9 PatchmatchNet PatchmatchNet: Learned Multi-View Patchmatch Stereo CVPR 2021 oral paper
code
★★★☆
10 MVSCRF MVSCRF: Learning Multi-View Stereo With Conditional Random Fields ICCV 2019 paper ★★☆
11 PVA-MVSNet Pyramid Multi-view Stereo Net with Self-adaptive View Aggregation ECCV 2020 paper
code
★★★
12 FastMVSNet Fast-MVSNet: Sparse-to-Dense Multi-View Stereo With Learned Propagation and Gauss-Newton Refinement CVPR 2020 paper
code
★★☆
13 UCSNet Deep Stereo using Adaptive Thin Volume Representation with Uncertainty Awareness CVPR 2020 oral paper
code
★★★★☆
14 MVSNet++ MVSNet++: Learning Depth-Based Attention Pyramid Features for Multi-View Stereo TIP 2020 paper ★☆
15 SurfaceNet+ SurfaceNet+: An End-to-end 3D Neural Network for Very Sparse Multi-View Stereopsis TPAMI 2021 paper
code
★☆
16 Vis-MVSNet Visibility-aware Multi-view Stereo Network BMVC 2020 best paper paper
code
★★★★
17 PVSNet PVSNet: Pixelwise Visibility-Aware Multi-View Stereo Network. CVPR 2020 paper ★★★★☆
18 D2HC-RMVSNet Dense Hybrid Recurrent Multi-view Stereo Net with Dynamic Consistency Checking ECCV 2020 paper
code
★★★
19 BP-MVSNet BP-MVSNet: Belief-Propagation-Layers for Multi-View-Stereo 3DV 2020 paper ★☆
20 TransMVSNet TransMVSNet: Global Context-aware Multi-view Stereo Network with Transformers CVPR 2022 paper
code
★★★☆
21 GBi-Net Generalized Binary Search Network for Highly-Efficient Multi-View Stereo CVPR 2022 paper
code
★★★★★
22 IterMVS IterMVS: Iterative Probability Estimation for Efficient Multi-View Stereo CVPR 2022 paper
code
★★☆
23 CIDER Learning Inverse Depth Regression for Multi-View Stereo with Correlation Cost Volume CVPR 2019 paper
code
★★★
24 UniMVSNet Rethinking Depth Estimation for Multi-View Stereo: A Unified Representation and Focal Loss CVPR 2022 paper
code
★★★★
25 AA-RMVSNet AA-RMVSNet: Adaptive Aggregation Recurrent Multi-View Stereo Network ICCV 2021 paper
code
★★★
26 MVSTER MVSTER: Epipolar Transformer for Efficient Multi-View Stereo ECCV 2022 paper
code
★★★☆
27 EPP-MVSNet EPP-MVSNet: Epipolar-Assembling Based Depth Prediction for Multi-View Stereo CVPR 2022 paper
code
★★★
28 CDS-MVSNet Curvature-guided dynamic scale networks for Multi-view Stereo ICLR 2022 paper
code
★★★
29 LANet Long-range Attention Network for Multi-View Stereo WACV 2021 paper ★★☆
30 ACMMP Multi-Scale Geometric Consistency Guided and Planar Prior Assisted Multi-View Stereo TPAMI 2022 paper
code
★★★★★
31 CER-MVS Multiview Stereo with Cascaded Epipolar RAFT ECCV 2022 paper
code
★★
32 NP-CVP-MVSNet Non-parametric Depth Distribution Modelling based Depth Inference for Multi-view Stereo CVPR 2022 paper
code
★★★★☆
33 GigaMVS GigaMVS: A Benchmark for Ultra-large-scale Gigapixel-level 3D Reconstruction TPAMI 2021 paper
code
★★★★
34 RayMVSNet RayMVSNet: Learning Ray-based 1D Implicit Fields for Accurate Multi-View Stereo CVPR 2022 paper ★★★☆
35 Effi-MVS Efficient Multi-view Stereo by Iterative Dynamic Cost Volume CVPR 2022 paper
code
★★★

✒️基本概念


🔬项目/代码

  • fusibile深度图融合点云 fusibile env setup
  • DTU定量测试 DTU evaluation env setup
  • MVSNet MVSNet env setup MVSNet code doc
  • MVSNet_pl MVSNet_pl env setup MVSNet_pl code doc
  • PointMVSNet PointMVSNet env setup
  • CVP-MVSNet CVP-MVSNet env setup CVP-MVSNet code doc
  • CasMVSNet CasMVSNet code doc