Geometry Meets Deep Learning


A Decoder-Free Approach for Unsupervised Clustering and Manifold Learning with Random Triplet Mining
Oliver Nina,
Jamison Moody,
Clarissa Milligan
[pdf]
[bibtex]
@InProceedings{Nina_2019_ICCV_Workshops,
author = {Nina, Oliver and Moody, Jamison and Milligan, Clarissa},
title = {A Decoder-Free Approach for Unsupervised Clustering and Manifold Learning with Random Triplet Mining},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Multi-View PointNet for 3D Scene Understanding
Maximilian Jaritz,
Jiayuan Gu,
Hao Su
[pdf]
[bibtex]
@InProceedings{Jaritz_2019_ICCV_Workshops,
author = {Jaritz, Maximilian and Gu, Jiayuan and Su, Hao},
title = {Multi-View PointNet for 3D Scene Understanding},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Parametric Human Shape Reconstruction via Bidirectional Silhouette Guidance
Shuang Sun,
Chen Li,
Zhenhua Guo,
Yuwing Tai
[pdf]
[bibtex]
@InProceedings{Sun_2019_ICCV_Workshops,
author = {Sun, Shuang and Li, Chen and Guo, Zhenhua and Tai, Yuwing},
title = {Parametric Human Shape Reconstruction via Bidirectional Silhouette Guidance},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Auto-Encoding Meshes of any Topology with the Current-Splatting and Exponentiation Layers
Alexandre Bone,
Olivier Colliot,
Stanley Durrleman
[pdf]
[bibtex]
@InProceedings{Bone_2019_ICCV_Workshops,
author = {Bone, Alexandre and Colliot, Olivier and Durrleman, Stanley},
title = {Auto-Encoding Meshes of any Topology with the Current-Splatting and Exponentiation Layers},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Generalizing Monocular 3D Human Pose Estimation in the Wild
Luyang Wang,
Yan Chen,
Zhenhua Guo,
Keyuan Qian,
Mude Lin,
Hongsheng Li,
Jimmy S. Ren
[pdf]
[bibtex]
@InProceedings{Wang_2019_ICCV_Workshops,
author = {Wang, Luyang and Chen, Yan and Guo, Zhenhua and Qian, Keyuan and Lin, Mude and Li, Hongsheng and Ren, Jimmy S.},
title = {Generalizing Monocular 3D Human Pose Estimation in the Wild},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Patch-Based Reconstruction of a Textureless Deformable 3D Surface from a Single RGB Image
Aggeliki Tsoli,
Antonis. A. Argyros
[pdf]
[bibtex]
@InProceedings{Tsoli_2019_ICCV_Workshops,
author = {Tsoli, Aggeliki and Argyros, Antonis. A.},
title = {Patch-Based Reconstruction of a Textureless Deformable 3D Surface from a Single RGB Image},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Self-Supervised Learning of Depth and Motion Under Photometric Inconsistency
Tianwei Shen,
Lei Zhou,
Zixin Luo,
Yao Yao,
Shiwei Li,
Jiahui Zhang,
Tian Fang,
Long Quan
[pdf]
[bibtex]
@InProceedings{Shen_2019_ICCV_Workshops,
author = {Shen, Tianwei and Zhou, Lei and Luo, Zixin and Yao, Yao and Li, Shiwei and Zhang, Jiahui and Fang, Tian and Quan, Long},
title = {Self-Supervised Learning of Depth and Motion Under Photometric Inconsistency},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Lifting AutoEncoders: Unsupervised Learning of a Fully-Disentangled 3D Morphable Model Using Deep Non-Rigid Structure From Motion
Mihir Sahasrabudhe,
Zhixin Shu,
Edward Bartrum,
Riza Alp Guler,
Dimitris Samaras,
Iasonas Kokkinos
[pdf]
[bibtex]
@InProceedings{Sahasrabudhe_2019_ICCV_Workshops,
author = {Sahasrabudhe, Mihir and Shu, Zhixin and Bartrum, Edward and Alp Guler, Riza and Samaras, Dimitris and Kokkinos, Iasonas},
title = {Lifting AutoEncoders: Unsupervised Learning of a Fully-Disentangled 3D Morphable Model Using Deep Non-Rigid Structure From Motion},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Floors are Flat: Leveraging Semantics for Real-Time Surface Normal Prediction
Steven Hickson,
Karthik Raveendran,
Alireza Fathi,
Kevin Murphy,
Irfan Essa
[pdf]
[bibtex]
@InProceedings{Hickson_2019_ICCV_Workshops,
author = {Hickson, Steven and Raveendran, Karthik and Fathi, Alireza and Murphy, Kevin and Essa, Irfan},
title = {Floors are Flat: Leveraging Semantics for Real-Time Surface Normal Prediction},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Hyperparameter-Free Losses for Model-Based Monocular Reconstruction
Eduard Ramon,
Guillermo Ruiz,
Thomas Batard,
Xavier Giro-i-Nieto
[pdf]
[bibtex]
@InProceedings{Ramon_2019_ICCV_Workshops,
author = {Ramon, Eduard and Ruiz, Guillermo and Batard, Thomas and Giro-i-Nieto, Xavier},
title = {Hyperparameter-Free Losses for Model-Based Monocular Reconstruction},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Momen(e)t: Flavor the Moments in Learning to Classify Shapes
Mor Joseph-Rivlin,
Alon Zvirin,
Ron Kimmel
[pdf]
[bibtex]
@InProceedings{Joseph-Rivlin_2019_ICCV_Workshops,
author = {Joseph-Rivlin, Mor and Zvirin, Alon and Kimmel, Ron},
title = {Momen(e)t: Flavor the Moments in Learning to Classify Shapes},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

A Geometric Approach to Obtain a Bird's Eye View From an Image
Syed Ammar Abbas,
Andrew Zisserman
[pdf]
[bibtex]
@InProceedings{Abbas_2019_ICCV_Workshops,
author = {Ammar Abbas, Syed and Zisserman, Andrew},
title = {A Geometric Approach to Obtain a Bird's Eye View From an Image},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Rethinking Task and Metrics of Instance Segmentation on 3D Point Clouds
Kosuke Arase,
Yusuke Mukuta,
Tatsuya Harada
[pdf]
[bibtex]
@InProceedings{Arase_2019_ICCV_Workshops,
author = {Arase, Kosuke and Mukuta, Yusuke and Harada, Tatsuya},
title = {Rethinking Task and Metrics of Instance Segmentation on 3D Point Clouds},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Render4Completion: Synthesizing Multi-View Depth Maps for 3D Shape Completion
Tao Hu,
Zhizhong Han,
Abhinav Shrivastava,
Matthias Zwicker
[pdf]
[bibtex]
@InProceedings{Hu_2019_ICCV_Workshops,
author = {Hu, Tao and Han, Zhizhong and Shrivastava, Abhinav and Zwicker, Matthias},
title = {Render4Completion: Synthesizing Multi-View Depth Maps for 3D Shape Completion},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Residual Attention Graph Convolutional Network for Geometric 3D Scene Classification
Albert Mosella-Montoro,
Javier Ruiz-Hidalgo
[pdf]
[bibtex]
@InProceedings{Mosella-Montoro_2019_ICCV_Workshops,
author = {Mosella-Montoro, Albert and Ruiz-Hidalgo, Javier},
title = {Residual Attention Graph Convolutional Network for Geometric 3D Scene Classification},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Learning to Reconstruct Symmetric Shapes using Planar Parameterization of 3D Surface
Hardik Jain,
Manuel Wollhaf,
Olaf Hellwich
[pdf]
[bibtex]
@InProceedings{Jain_2019_ICCV_Workshops,
author = {Jain, Hardik and Wollhaf, Manuel and Hellwich, Olaf},
title = {Learning to Reconstruct Symmetric Shapes using Planar Parameterization of 3D Surface},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

SpiralNet++: A Fast and Highly Efficient Mesh Convolution Operator
Shunwang Gong,
Lei Chen,
Michael Bronstein,
Stefanos Zafeiriou
[pdf]
[bibtex]
@InProceedings{Gong_2019_ICCV_Workshops,
author = {Gong, Shunwang and Chen, Lei and Bronstein, Michael and Zafeiriou, Stefanos},
title = {SpiralNet++: A Fast and Highly Efficient Mesh Convolution Operator},
booktitle = {The IEEE International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}