Self-Supervised Learning of Depth Inference for Multi-View Stereo
Jiayu Yang, José M. Álvarez, Miaomiao Liu
2021Year
11Top-tier citations
Abstract
Ours (Unsupervised) Ours (Self-supervised) Figure 1: Point cloud reconstructed by existing unsupervised MVS network [13] and our methods. Best view on screen.
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Install the CLIlune papers fulltext a8fedc23-d6d2-4bc0-adb9-229e2b116cb1Cited by top-tier papers11
- Exploiting Pseudo Labels in a Self-Supervised Learning Framework for Improved Monocular Depth EstimationAndra Petrovai, Sergiu NedevschiCVPR 2022 · 56 citations
- C2F2NeUS: Cascade Cost Frustum Fusion for High Fidelity and Generalizable Neural Surface ReconstructionLuoyuan Xu, Tao Guan, Yuesong Wang, Wenkai Liu et al.ICCV 2023 · 25 citations
- CL-MVSNet: Unsupervised Multi-view Stereo with Dual-level Contrastive LearningKaiqiang Xiong, Rui Peng, Zhe Zhang, Tianxing Feng et al.ICCV 2023 · 24 citations
- GenS: Generalizable Neural Surface Reconstruction from Multi-View ImagesRui Peng, Xiaodong Gu, Luyang Tang, Shihe Shen et al.NeurIPS 2023 · 23 citations
- DS-MVSNet: Unsupervised Multi-view Stereo via Depth SynthesisJingliang Li, Zhengda Lu, Yiqun Wang, Ying Wang et al.ACM MM 2022 · 19 citations
Builds on5
- Point-Based Multi-View Stereo NetworkRui Chen, Songfang Han, Jing Xu, Hao SuICCV 2019 · 403 citations
- Cost Volume Pyramid Based Depth Inference for Multi-View StereoJiayu Yang, Wei Mao, José M. Álvarez, Miaomiao LiuCVPR 2020
- Cascade Cost Volume for High-Resolution Multi-View Stereo and Stereo MatchingXiaodong Gu, Zhiwen Fan, Siyu Zhu, Zuozhuo Dai et al.CVPR 2020
- BlendedMVS: A Large-Scale Dataset for Generalized Multi-View Stereo NetworksYao Yao, Zixin Luo, Shiwei Li, Jingyang Zhang et al.CVPR 2020
- Deep Stereo Using Adaptive Thin Volume Representation With Uncertainty AwarenessShuo Cheng, Zexiang Xu, Shilin Zhu, Zhuwen Li et al.CVPR 2020
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