Learning-based MVS Methods

• 2017

  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content_ICCV_2017/papers/Ji_SurfaceNet_An_End-To-End_ICCV_2017_paper.pdf) [](http://arxiv.org/abs/1708.01749)  [](https://ieeexplore.ieee.org/document/9099504)
  • Python
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• 2018

  • Pytorch - Aerial-Robotics/MVDepthNet?logo=github&label=Stars)](https://github.com/HKUST-Aerial-Robotics/MVDepthNet)
  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content_cvpr_2018/papers/Huang_DeepMVS_Learning_Multi-View_CVPR_2018_paper.pdf) [](https://openaccess.thecvf.com/content_cvpr_2018/Supplemental/2703-supp.pdf) [](http://arxiv.org/abs/1804.00650)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.computer.org/csdl/proceedings-article/3dv/2018/842500a248/17D45WgziSk) [](https://arxiv.org/abs/1807.08563)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content_ECCV_2018/papers/Yao_Yao_MVSNet_Depth_Inference_ECCV_2018_paper.pdf) [](https://yoyo000.github.io/papers/yao2018mvsnet_supp.pdf) [](https://arxiv.org/abs/1804.02505)
  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=mvsnet-depth-inference-for-unstructured-multi)
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  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=mvsnet-depth-inference-for-unstructured-multi)

• 2019

  • SelfSup
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openreview.net/pdf?id=ryeYHi0ctQ) [](https://arxiv.org/abs/1905.00538)
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  • Publication - arxiv.1905.02706-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/1905.02706)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/abstract/document/8885975) [](https://arxiv.org/abs/1908.11526)
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• 2020

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  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=deep-stereo-using-adaptive-thin-volume)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123490647.pdf) [](https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123490647-supp.zip) [](https://arxiv.org/abs/2007.10872)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.bmvc2020-conference.com/assets/papers/0421.pdf) [](https://www.bmvc2020-conference.com/assets/supp/0421_supp.pdf) [](https://arxiv.org/abs/2008.0792)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content_WACV_2020/papers/Innmann_NRMVS_Non-Rigid_Multi-view_Stereo_WACV_2020_paper.pdf) [](https://openaccess.thecvf.com/content_WACV_2020/supplemental/Innmann_NRMVS_Non-Rigid_Multi-view_WACV_2020_supplemental.pdf)
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• 2021

  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content/WACV2021/papers/Zhang_Long-Range_Attention_Network_for_Multi-View_Stereo_WACV_2021_paper.pdf)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content/CVPR2021/papers/Yang_Self-Supervised_Learning_of_Depth_Inference_for_Multi-View_Stereo_CVPR_2021_paper.pdf) [](https://openaccess.thecvf.com/content/CVPR2021/supplemental/Yang_Self-Supervised_Learning_of_CVPR_2021_supplemental.pdf) [](http://arxiv.org/abs/2104.02972)
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  • Publication - arxiv.2005.00363-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2005.00363)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content/ICCV2021/papers/Lee_PatchMatch-RL_Deep_MVS_With_Pixelwise_Depth_Normal_and_Visibility_ICCV_2021_paper.pdf) [](https://openaccess.thecvf.com/content/ICCV2021/supplemental/Lee_PatchMatch-RL_Deep_MVS_ICCV_2021_supplemental.pdf) [](https://arxiv.org/abs/2108.08943)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.aaai.org/AAAI21Papers/AAAI-2549.XuH.pdf) [](https://arxiv.org/abs/2104.05374)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.bmvc2021-virtualconference.com/assets/papers/0902.pdf) [](https://www.bmvc2021-virtualconference.com/assets/supp/0902_supp.zip) [](https://arxiv.org/abs/2111.14420)
  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=ib-mvs-an-iterative-algorithm-for-deep-multi)
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  • Huawei - ai/models?logo=github&label=Stars)](https://github.com/mindspore-ai/models)
  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=epp-mvsnet-epipolar-assembling-based-depth)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://conferences.computer.org/3dvpub/pdfs/3DV2021-5lXBZyiG3QAsRBKXHIjqU8/268800a484/268800a484.pdf) [](https://arxiv.org/abs/2104.15119)
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  • Publication - PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/document/9319163)
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  • Publication - PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.sciencedirect.com/science/article/pii/S0924271621000794) [](https://arxiv.org/abs/2011.12722)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openreview.net/pdf?id=FzMHiDesj0I) [](https://openreview.net/attachment?id=FzMHiDesj0I&name=supplementary_material) [](https://arxiv.org/abs/2111.07418)
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  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=ib-mvs-an-iterative-algorithm-for-deep-multi)
  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=epp-mvsnet-epipolar-assembling-based-depth)

• 2022

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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/abstract/document/9761790)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://bmvc2022.mpi-inf.mpg.de/0073.pdf) [](https://bmvc2022.mpi-inf.mpg.de/0073_poster.pdf)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.sciencedirect.com/science/article/abs/pii/S0097849322001157)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/abstract/document/9797764/)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content/ACCV2022/papers/Ding_Adaptive_Range_guided_Multi-view_Depth_Estimation_with_Normal_Ranking_Loss_ACCV_2022_paper.pdf)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openreview.net/forum?id=EeCdsAj80Wr) [](https://openreview.net/attachment?id=EeCdsAj80Wr&name=supplementary_material) [](https://arxiv.org/abs/2205.14319)
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  • Publication - arxiv.2210.11467-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2210.11467)
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  • Publication - arxiv.2208.06674-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2208.06674)
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  • Publication - arxiv.2203.02156-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2203.02156)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://link.springer.com/chapter/10.1007/978-3-031-15919-0_27)
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  • Publication - arxiv.2209.06926-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2209.06926)
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  • Publication - arxiv.2209.06681-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2209.06681)
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  • Publication - arxiv.2207.12032-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2207.12032)
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  • Publication - arxiv.2205.04502-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2205.04502)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4176484)
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  • Publication - arxiv.2206.10360-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2206.10360)
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  • Publication - PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/abstract/document/9754239)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.mdpi.com/1424-8220/22/19/7659)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openaccess.thecvf.com/content/CVPR2022/papers/Xi_RayMVSNet_Learning_Ray-Based_1D_Implicit_Fields_for_Accurate_Multi-View_Stereo_CVPR_2022_paper.pdf) [](https://openaccess.thecvf.com/content/CVPR2022/supplemental/Xi_RayMVSNet_Learning_Ray-Based_CVPR_2022_supplemental.pdf) [](https://arxiv.org/abs/2204.01320)  [](https://ieeexplore.ieee.org/abstract/document/10185080)
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  • ![PWC - reconstruction-on-dtu?p=rethinking-depth-estimation-for-multi-view)
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  • ![PWC - reconstruction-on-dtu?p=transmvsnet-global-context-aware-multi-view)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://openreview.net/pdf?id=_Wzj0J2xs2D) [](https://openreview.net/attachment?id=_Wzj0J2xs2D&name=supplementary_material) [](https://arxiv.org/abs/2112.05999)
  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=curvature-guided-dynamic-scale-networks-for-1)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8942269/pdf/pone.0264721.pdf)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.mdpi.com/2304-6732/9/12/983)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ietresearch.onlinelibrary.wiley.com/doi/full/10.1049/cvi2.12102)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://link.springer.com/article/10.1007/s11263-022-01628-2) [](https://arxiv.org/abs/2007.07714)
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  • ![PWC - reconstruction-on-dtu?p=rethinking-depth-estimation-for-multi-view)
  • ](https://paperswithcode.com/sota/point-clouds-on-tanks-and-temples?p=curvature-guided-dynamic-scale-networks-for-1)

• 2023

  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://dl.acm.org/doi/10.1145/3581783.3612381)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/abstract/document/10191325)
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  • Publication - arxiv.2305.10320-B31B1B?logo=arXiv&logoColor=green)](https://arxiv.org/abs/2305.10320)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://link.springer.com/article/10.1007/s10489-023-04910-z)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://link.springer.com/article/10.1007/s11063-023-11356-4)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.sciencedirect.com/science/article/abs/pii/S0097849323001838)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://onlinelibrary.wiley.com/doi/epdf/10.1111/phor.12459)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.mdpi.com/2073-4395/13/8/1975)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.sciencedirect.com/science/article/abs/pii/S0031320323005836) [](https://arxiv.org/abs/2308.09022)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://link.springer.com/article/10.1007/s40747-023-01106-3)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/abstract/document/10120723)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/abstract/document/10167367)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://ieeexplore.ieee.org/document/10138389)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://www.frontiersin.org/articles/10.3389/feart.2023.1108403/full)
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  • ](https://paperswithcode.com/sota/3d-reconstruction-on-dtu?p=geomvsnet-learning-multi-view-stereo-with)
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  • Publication - -Ready-PDF-f5cac3?logo=adobeacrobatreader&logoColor=red)](https://link.springer.com/chapter/10.1007/978-3-031-27818-1_8)