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}

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}

@article{barbole_comparative_2023,
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@article{blok_highthroughput_2025,
  title = {High-Throughput {{3D}} Shape Completion of Potato Tubers on a Harvester},
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@article{du_instance_2023,
  title = {Instance {{Segmentation}} and {{Berry Counting}} of {{Table Grape}} before {{Thinning Based}} on {{AS-SwinT}}},
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@article{du_pst_2023,
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}

@article{fei_comprehensive_2022,
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  title = {Self-Supervised {{Learning}} for {{Pre-Training 3D Point Clouds}}: {{A Survey}}},
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}

@article{ge_symmetrybased_2020,
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@article{guo_deep_2021,
  title = {Deep {{Learning}} for {{3D Point Clouds}}: {{A Survey}}},
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}

@article{jiang_3d_2019,
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@article{kamangir_largescale_2024,
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}

@article{li_maspc_2022,
  title = {{{MASPC}}\_{{Transform}}: {{A Plant Point Cloud Segmentation Network Based}} on {{Multi-Head Attention Separation}} and {{Position Code}}},
  shorttitle = {{{MASPC}}\_{{Transform}}},
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  year = {2022},
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}

@article{li_psegnet_2022,
  title = {{{PSegNet}}: {{Simultaneous Semantic}} and {{Instance Segmentation}} for {{Point Clouds}} of {{Plants}}},
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  author = {Li, Dawei and Li, Jinsheng and Xiang, Shiyu and Pan, Anqi},
  year = {2022},
  month = jan,
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}

@article{li_review_2020,
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}

@article{luo_infield_2022,
  title = {In-Field Pose Estimation of Grape Clusters with Combined Point Cloud Segmentation and Geometric Analysis},
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}

@article{luo_prediction_2024,
  title = {Prediction of the {{Harvest Time}} of {{Cabernet Sauvignon Grapes Using Near-Infrared Spectroscopy}}},
  author = {Luo, Yijia and Zhao, Jingrui and Zhu, He and Li, Xiaohan and Dong, Juan and Sun, Jingtao},
  year = {2024},
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  journal = {Spectroscopy},
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}

@article{magistri_contrastive_2022,
  title = {Contrastive {{3D Shape Completion}} and {{Reconstruction}} for {{Agricultural Robots Using RGB-D Frames}}},
  author = {Magistri, Federico and Marks, Elias and Nagulavancha, Sumanth and Vizzo, Ignacio and Labe, Thomas and Behley, Jens and Halstead, Michael and McCool, Chris and Stachniss, Cyrill},
  year = {2022},
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}

@inproceedings{magistri_efficient_2024,
  title = {Efficient and {{Accurate Transformer-Based 3D Shape Completion}} and {{Reconstruction}} of {{Fruits}} for {{Agricultural Robots}}},
  booktitle = {2024 {{IEEE International Conference}} on {{Robotics}} and {{Automation}} ({{ICRA}})},
  author = {Magistri, Federico and Marcuzzi, Rodrigo and Marks, Elias and Sodano, Matteo and Behley, Jens and Stachniss, Cyrill},
  year = {2024},
  month = may,
  pages = {8657--8663},
  publisher = {IEEE},
  address = {Yokohama, Japan},
  doi = {10.1109/ICRA57147.2024.10611717},
  isbn = {979-8-3503-8457-4}
}

@inproceedings{marangoz_fruit_2022,
  title = {Fruit {{Mapping}} with {{Shape Completion}} for {{Autonomous Crop Monitoring}}},
  booktitle = {2022 {{IEEE}} 18th {{International Conference}} on {{Automation Science}} and {{Engineering}} ({{CASE}})},
  author = {Marangoz, Salih and Zaenker, Tobias and Menon, Rohit and Bennewitz, Maren},
  year = {2022},
  month = aug,
  pages = {471--476},
  publisher = {IEEE},
  address = {Mexico City, Mexico},
  doi = {10.1109/CASE49997.2022.9926466},
  isbn = {978-1-6654-9042-9}
}

@article{ni_threedimensional_2021,
  title = {Three-Dimensional Photogrammetry with Deep Learning Instance Segmentation to Extract Berry Fruit Harvestability Traits},
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  year = {2021},
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}

@inproceedings{pan_panoptic_2023,
  title = {Panoptic {{Mapping}} with {{Fruit Completion}} and {{Pose Estimation}} for {{Horticultural Robots}}},
  booktitle = {2023 {{IEEE}}/{{RSJ International Conference}} on {{Intelligent Robots}} and {{Systems}} ({{IROS}})},
  author = {Pan, Yue and Magistri, Federico and L{\"a}be, Thomas and Marks, Elias and Smitt, Claus and McCool, Chris and Behley, Jens and Stachniss, Cyrill},
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  isbn = {978-1-6654-9190-7}
}

@inproceedings{park_deepsdf_2019,
  title = {{{DeepSDF}}: {{Learning Continuous Signed Distance Functions}} for {{Shape Representation}}},
  shorttitle = {{{DeepSDF}}},
  booktitle = {2019 {{IEEE}}/{{CVF Conference}} on {{Computer Vision}} and {{Pattern Recognition}} ({{CVPR}})},
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  address = {Long Beach, CA, USA},
  doi = {10.1109/CVPR.2019.00025},
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}

@article{raihen_prediction_2024,
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}

@article{rist_highprecision_2018,
  title = {High-{{Precision Phenotyping}} of {{Grape Bunch Architecture Using Fast 3D Sensor}} and {{Automation}}},
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  title = {Towards {{Automated Large-Scale 3D Phenotyping}} of {{Vineyards}} under {{Field Conditions}}},
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  title = {A {{Survey}} on {{Data}}-{{Driven 3D Shape Descriptors}}},
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@article{schneider_predicting_2020,
  title = {Towards {{Predicting Vine Yield}}: {{Conceptualization}} of {{3D Grape Models}} and {{Derivation}} of {{Reliable Physical}} and {{Morphological Parameters}}},
  shorttitle = {Towards {{Predicting Vine Yield}}},
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}

@article{scholer_automated_2015,
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@article{sneha_acrescale_2024,
  title = {Acre-{{Scale Grape Bunch Detection}} and {{Predict Grape Harvest Using YOLO Deep Learning Network}}},
  author = {Sneha, N. and Sundaram, Meenakshi and Ranjan, Rajeev},
  year = {2024},
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@article{su_point_2023,
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}

@inproceedings{tang_lakenet_2022,
  title = {{{LAKe-net}}: {{Topology-aware}} Point Cloud Completion by Localizing Aligned Keypoints},
  booktitle = {Proceedings of the {{IEEE}}/{{CVF}} Conference on Computer Vision and Pattern Recognition ({{CVPR}})},
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}

@inproceedings{tchapmi_topnet_2019,
  title = {{{TopNet}}: {{Structural}} Point Cloud Decoder},
  booktitle = {Proceedings of the {{IEEE}}/{{CVF}} Conference on Computer Vision and Pattern Recognition ({{CVPR}})},
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}

@article{tesema_point_2024,
  title = {Point {{Cloud Completion}}: {{A Survey}}},
  shorttitle = {Point {{Cloud Completion}}},
  author = {Tesema, Keneni W. and Hill, Lyndon and Jones, Mark W. and Ahmad, Muneeb I. and Tam, Gary K.L.},
  year = {2024},
  month = oct,
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}

@inproceedings{tolstikhin_mlpmixer_2021,
  title = {{{MLP-mixer}}: {{An}} All-{{MLP}} Architecture for Vision},
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@inproceedings{vaswani_attention_2017,
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  year = {2017},
  volume = {30},
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  publisher = {Curran Associates, Inc.}
}

@incollection{venkitasamy_grapes_2019,
  title = {Grapes},
  booktitle = {Integrated {{Processing Technologies}} for {{Food}} and {{Agricultural By-Products}}},
  author = {Venkitasamy, Chandrasekar and Zhao, Liming and Zhang, Ruihong and Pan, Zhongli},
  year = {2019},
  pages = {133--163},
  publisher = {Elsevier},
  doi = {10.1016/B978-0-12-814138-0.00006-X},
  isbn = {978-0-12-814138-0}
}

@inproceedings{vu_softgroup_2022,
  title = {{{SoftGroup}} for {{3D}} Instance Segmentation on Point Clouds},
  booktitle = {Proceedings of the {{IEEE}}/{{CVF}} Conference on Computer Vision and Pattern Recognition ({{CVPR}})},
  author = {Vu, Thang and Kim, Kookhoi and Luu, Tung M. and Nguyen, Thanh and Yoo, Chang D.},
  year = {2022},
  month = jun,
  pages = {2708--2717},
  doi = {10.48550/arXiv.2203.01509}
}

@inproceedings{wang_3d_2022,
  title = {{{3D}} Point Cloud Instance Segmentation of Lettuce Based on {{PartNet}}},
  booktitle = {Proceedings of the {{IEEE}}/{{CVF}} Conference on Computer Vision and Pattern Recognition ({{CVPR}}) Workshops},
  author = {Wang, Luhan and Zheng, Lihua and Wang, Minjuan},
  year = {2022},
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  pages = {1647--1655}
}

@article{wang_dynamic_2019,
  title = {Dynamic {{Graph CNN}} for {{Learning}} on {{Point Clouds}}},
  author = {Wang, Yue and Sun, Yongbin and Liu, Ziwei and Sarma, Sanjay E. and Bronstein, Michael M. and Solomon, Justin M.},
  year = {2019},
  month = oct,
  journal = {ACM Transactions on Graphics},
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  number = {5},
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  doi = {10.1145/3326362}
}

@inproceedings{wang_unsupervised_2021,
  title = {Unsupervised Point Cloud Pre-Training via Occlusion Completion},
  booktitle = {Proceedings of the {{IEEE}}/{{CVF}} International Conference on Computer Vision ({{ICCV}})},
  author = {Wang, Hanchen and Liu, Qi and Yue, Xiangyu and Lasenby, Joan and Kusner, Matt J.},
  year = {2021},
  month = oct,
  pages = {9782--9792},
  doi = {10.48550/arXiv.2010.01089}
}

@article{xiang_multispace_2023,
  title = {Multi-Space and Detail-Supplemented Attention Network for Point Cloud Completion},
  author = {Xiang, Min and Ye, Hailiang and Yang, Bing and Cao, Feilong},
  year = {2023},
  month = jun,
  journal = {Applied Intelligence},
  volume = {53},
  number = {12},
  pages = {14971--14985},
  doi = {10.1007/s10489-022-04219-3}
}

@inproceedings{xiang_snowflakenet_2021,
  title = {{{SnowflakeNet}}: {{Point}} Cloud Completion by Snowflake Point Deconvolution with Skip-Transformer},
  booktitle = {Proceedings of the {{IEEE}}/{{CVF}} International Conference on Computer Vision ({{ICCV}})},
  author = {Xiang, Peng and Wen, Xin and Liu, Yu-Shen and Cao, Yan-Pei and Wan, Pengfei and Zheng, Wen and Han, Zhizhong},
  year = {2021},
  month = oct,
  pages = {5499--5509},
  doi = {10.48550/arXiv.2108.04444}
}

@incollection{xie_grnet_2020,
  title = {{{GRNet}}: {{Gridding Residual Network}} for {{Dense Point Cloud Completion}}},
  shorttitle = {{{GRNet}}},
  booktitle = {Computer {{Vision}} -- {{ECCV}} 2020},
  author = {Xie, Haozhe and Yao, Hongxun and Zhou, Shangchen and Mao, Jiageng and Zhang, Shengping and Sun, Wenxiu},
  editor = {Vedaldi, Andrea and Bischof, Horst and Brox, Thomas and Frahm, Jan-Michael},
  year = {2020},
  volume = {12354},
  pages = {365--381},
  publisher = {Springer International Publishing},
  address = {Cham},
  doi = {10.1007/978-3-030-58545-7_21},
  isbn = {978-3-030-58544-0 978-3-030-58545-7}
}

@inproceedings{yang_pointflow_2019,
  title = {{{PointFlow}}: {{3D}} Point Cloud Generation with Continuous Normalizing Flows},
  booktitle = {Proceedings of the {{IEEE}}/{{CVF}} International Conference on Computer Vision ({{ICCV}})},
  author = {Yang, Guandao and Huang, Xun and Hao, Zekun and Liu, Ming-Yu and Belongie, Serge and Hariharan, Bharath},
  year = {2019},
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  pages = {4541--4550}
}

@inproceedings{yu_pointr_2021,
  title = {{{PoinTr}}: {{Diverse}} Point Cloud Completion with Geometry-Aware Transformers},
  booktitle = {Proceedings of the {{IEEE}}/{{CVF}} International Conference on Computer Vision ({{ICCV}})},
  author = {Yu, Xumin and Rao, Yongming and Wang, Ziyi and Liu, Zuyan and Lu, Jiwen and Zhou, Jie},
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  doi = {10.48550/arXiv.2108.08839}
}

@inproceedings{yuan_pcn_2018,
  title = {{{PCN}}: {{Point Completion Network}}},
  shorttitle = {{{PCN}}},
  booktitle = {2018 {{International Conference}} on {{3D Vision}} ({{3DV}})},
  author = {Yuan, Wentao and Khot, Tejas and Held, David and Mertz, Christoph and Hebert, Martial},
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  pages = {728--737},
  publisher = {IEEE},
  address = {Verona},
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}

@article{zabawa_counting_2020,
  title = {Counting of Grapevine Berries in Images via Semantic Segmentation Using Convolutional Neural Networks},
  author = {Zabawa, Laura and Kicherer, Anna and Klingbeil, Lasse and T{\"o}pfer, Reinhard and Kuhlmann, Heiner and Roscher, Ribana},
  year = {2020},
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}