Awesome-MVS

Learning-based MVS Methods

2017

SurfaceNet: An End-to-end 3D Neural Network for Multiview Stereopsis

2018

DeepMVS: Learning Multi-view Stereopsis

MVDepthNet: Real-time Multiview Depth Estimation Neural Network

MVSNet: Depth Inference for Unstructured Multi-view Stereo

2019

DPSNet: End-to-end Deep Plane Sweep Stereo

Recurrent MVSNet for High-resolution Multi-view Stereo Depth Inference

Point-Based Multi-View Stereo Network

P-MVSNet: Learning Patch-wise Matching Confidence Aggregation for Multi-view Stereo

MVSCRF: Learning Multi-view Stereo with Conditional Random Fields

Learning unsupervised multi-view stereopsis via robust photometric consistency

MVS2: Deep Unsupervised Multi-View Stereo with Multi-View Symmetry

2020

MVSNet++: Learning Depth-Based Attention Pyramid Features for Multi-View Stereo

PVSNet: Pixelwise Visibility-Aware Multi-View Stereo Network

Cascade Cost Volume for High-Resolution Multi-View Stereo and Stereo Matching

BP-MVSNet: Belief-Propagation-Layers for Multi-View-Stereo

Deep Stereo using Adaptive Thin Volume Representation with Uncertainty Awareness - [UCSNet]

Fast-MVSNet: Sparse-to-Dense Multi-View Stereo with Learned Propagation and Gauss-Newton Refinement

Learning Inverse Depth Regression for Multi-View Stereo with Correlation Cost Volume - [CIDER]

Attention-Aware Multi-View Stereo - [AttMVSNet]

A Novel Recurrent Encoder-Decoder Structure for Large-Scale Multi-view Stereo Reconstruction from An Open Aerial Dataset

Cost Volume Pyramid Based Depth Inference for Multi-View Stereo - [CVP-MVSNet]

Pyramid Multi-view Stereo Net with Self-adaptive View aggregation - [PVAMVSNet]

Dense Hybrid Recurrent Multi-view Stereo Net with Dynamic Consistency Checking

Visibility-aware Multi-view Stereo Network - [Vis-MVSNet]

A Novel Recurrent Encoder-Decoder Structure for Large-Scale Multi-view Stereo Reconstruction from An Open Aerial Dataset - [REDNet]

2021

Long-range Attention Network for Multi-View Stereo

PatchmatchNet: Learned Multi-View Patchmatch Stereo

DeepVideoMVS: Multi-View Stereo on Video With Recurrent Spatio-Temporal Fusion

Self-Supervised Learning of Depth Inference for Multi-View Stereo

Mˆ3VSNet: Unsupervised multi-metric multi-view stereo network

AA-RMVSNet: Adaptive Aggregation Recurrent Multi-View Stereo Network

Digging into Uncertainty in Self-supervised Multi-view Stereo

Self-supervised multi-view stereo via effective co-segmentation and data-augmentation

MVS2D: Efficient Multi-view Stereo via Attention-Driven 2D Convolutions

IB-MVS: An Iterative Algorithm for Deep Multi-View Stereo based on Binary Decisions

EPP-MVSNet: Epipolar-Assembling Based Depth Prediction for Multi-View Stereo

NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-View Stereo

Just a Few Points Are All You Need for Multi-View Stereo: A Novel Semi-Supervised Learning Method for Multi-View Stereo

Learning Signed Distance Field for Multi-view Surface Reconstruction - [MVSDF]

PatchMatch-RL: Deep MVS With Pixelwise Depth, Normal, and Visibility

Deep Multi-View Stereo Gone Wild

HighRes-MVSNet: A Fast Multi-View Stereo Network for Dense 3D Reconstruction From High-Resolution Images

AACVP-MVSNet: Attention-aware cost volume pyramid based multi-view stereo network for 3D reconstruction. ISPRS Journal of Photogrammetry and Remote Sensing

Non-local Recurrent Regularization Networks for Multi-view Stereo

DDR-Net: Learning Multi-Stage Multi-View Stereo With Dynamic Depth Range

TANDEM: Tracking and Dense Mapping in Real-time using Deep Multi-view Stereo

2022

Multi-View Stereo with Transformer - [MVSTR]

IterMVS: Iterative Probability Estimation for Efficient Multi-View Stereo

Curvature-guided dynamic scale networks for Multi-view Stereo - [CDS-MVSNet]

TransMVSNet: Global Context-aware Multi-view Stereo Network with Transformers

Rethinking Depth Estimation for Multi-View Stereo: A Unified Representation and Focal Loss - [UniMVSNet]

Generalized Binary Search Network for Highly-Efficient Multi-View Stereo - [GBi-Net]

Multi-View Depth Estimation by Fusing Single-View Depth Probability with Multi-View Geometry

DDL-MVS: Depth Discontinuity Learning for MVS Networks - [iMVS]

PatchMVSNet: Patch-wise Unsupervised Multi-View Stereo for Weakly-Textured Surface Reconstruction

PlaneMVS: 3D Plane Reconstruction from Multi-View Stereo

RayMVSNet: Learning Ray-based 1D Implicit Fields for Accurate Multi-View Stereo

Bidirectional Hybrid LSTM Based Recurrent Neural Network for Multi-view Stereo - [BH-MVSNet]

Exploiting Correspondences with All-pairs Correlations for Multi-view Depth Estimation

Non-parametric Depth Distribution Modelling based Depth Inference for Multi-view Stereo - [NP-CVP-MVS]

WT-MVSNet: Window-based Transformers for Multi-view Stereo

RIAV-MVS: Recurrent-Indexing an Asymmetric Volume for Multi-View Stereo

Geo-Neus: Geometry-Consistent Neural Implicit Surfaces Learning for Multi-view Reconstruction

Enhancing Multi-view Stereo with Contrastive Matching and Weighted Focal Loss

MVSTER: Epipolar Transformer for Efficient Multi-View Stereo

Multiview Stereo with Cascaded Epipolar RAFT - [CER-MVS]

RC-MVSNet: Unsupervised Multi-View Stereo with Neural Rendering

KD-MVS: Knowledge Distillation Based Self-supervised Learning for Multi-view Stereo

MVSFormer: Learning Robust Image Representations via Transformers and Temperature-based Depth for Multi-View Stereo

PatchMatch-based MVS Methods

early

Accurate, Dense, and Robust Multi-View Stereopsis - [Furu / PMVS]

Efficient large-scale multi-view stereo for ultra high-resolution image sets - [Tola / EMVS]

Using multiple hypotheses to improve depth-maps for multi-view stereo - [Camp]

Patchmatch stereo-stereo matching with slanted support windows

Pixelwise view selection for unstructured multi-view stereo - [COLMAP]

Massively Parallel Multiview Stereopsis by Surface Normal Diffusion - [Gipuma]

A TV prior for high-quality scalable multi-view stereo reconstruction

2019

Multi-Scale Geometric Consistency Guided Multi-View Stereo - [ACMH, ACMM]

TAPA-MVS: Textureless-Aware PAtchMatch Multi-View Stereo

Plane completion and filtering for multi-view stereo reconstruction

Pyramid Multi-View Stereo with Local Consistency - [PLC]

2020

Mesh-Guided Multi-View Stereo with Pyramid Architecture - [MG-MVS]

Planar Prior Assisted PatchMatch Multi-View Stereo - [ACMP, ACMMP]

DeepC-MVS: Deep Confidence Prediction for Multi-View Stereo Reconstruction

MARMVS: Matching Ambiguity Reduced Multiple View Stereo for Efficient Large Scale Scene Reconstruction

Confidence-based Large-scale Dense Multi-view Stereo - [CLD-MVS]

A-TVSNet: Aggregated Two-View Stereo Network for Multi-View Stereo Depth Estimation

2021

PHI-MVS: Plane Hypothesis Inference Multi-view Stereo for Large-Scale Scene Reconstruction

DP-MVS: Detail Preserving Multi-View Surface Reconstruction of Large-Scale Scenes