UnsupMVS.md

Unsupervised/Self-supervised Learning Multi-view Stereo

( 💻 means code available)

CVPRW 2019

• 💻 Learning Unsupervised Multi-View Stereopsis via Robust Photometric Consistency [Project] [paper] [Github] (Central idea: a warping-based view synthesis loss, use the estimated depth map for image synthesis.)
  Framework

  

3DV 2019

• MVS2: Deep Unsupervised Multi-view Stereo with Multi-View Symmetry [paper]
  Framework

  

BMVC 2020

• Learning to Adapt Multi-View Stereo by Self-Supervision [paper] (Central idea: Meta Learning for Self-supervised Multi-View Stereo)

ICIP 2021

• 💻 M3VSNet: Unsupervised multi-metric multi-view stereo network [paper] [Github]
  Framework

  

AAAI 2021

• 💻 Self-supervised Multi-view Stereo via Effective Co-Segmentation and Data-Augmentation [paper] [Github]
  Framework

  

CVPR 2021

• 💻 Self-supervised Learning of Depth Inference for Multi-view Stereo [paper] [supp] [Github]
  Framework

  

ICCV2021

• 💻 Digging into Uncertainty in Self-supervised Multi-view Stereo [paper] [supp] [Github]
  Framework

  

ECCV2022

• RC-MVSNet: Unsupervised Multi-View Stereo with Neural Rendering [paper] [Github]
• KD-MVS: Knowledge Distillation Based Self-supervised Learning for Multi-view Stereo [paper] [Github]

Journal Paper

• SurRF: Unsupervised Multi-view Stereopsis by Learning Surface Radiance Field, T-PAMI 2021 [paper]
• Geometric Prior-Guided Self-Supervised Learning for Multi-View Stereo, Remote Sensing 2023 [paper]

Blog

Unsupervised Multi-View Stereo — An Emerging Trend [Link]