Agriculture-Vision: Challenges & Opportunities for Computer Vision in Agriculture


Multi-View Self-Constructing Graph Convolutional Networks With Adaptive Class Weighting Loss for Semantic Segmentation
Qinghui Liu,
Michael C. Kampffmeyer,
Robert Jenssen,
Arnt-Borre Salberg
[pdf]
[bibtex]
@InProceedings{Liu_2020_CVPR_Workshops,
author = {Liu, Qinghui and Kampffmeyer, Michael C. and Jenssen, Robert and Salberg, Arnt-Borre},
title = {Multi-View Self-Constructing Graph Convolutional Networks With Adaptive Class Weighting Loss for Semantic Segmentation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Reducing the Feature Divergence of RGB and Near-Infrared Images Using Switchable Normalization
Siwei Yang,
Shaozuo Yu,
Bingchen Zhao,
Yin Wang
[pdf]
[bibtex]
@InProceedings{Yang_2020_CVPR_Workshops,
author = {Yang, Siwei and Yu, Shaozuo and Zhao, Bingchen and Wang, Yin},
title = {Reducing the Feature Divergence of RGB and Near-Infrared Images Using Switchable Normalization},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

The 1st Agriculture-Vision Challenge: Methods and Results
Mang Tik Chiu,
Xingqian Xu,
Kai Wang,
Jennifer Hobbs,
Naira Hovakimyan,
Thomas S. Huang,
Honghui Shi
[pdf]
[bibtex]
@InProceedings{Chiu_2020_CVPR_Workshops,
author = {Chiu, Mang Tik and Xu, Xingqian and Wang, Kai and Hobbs, Jennifer and Hovakimyan, Naira and Huang, Thomas S. and Shi, Honghui},
title = {The 1st Agriculture-Vision Challenge: Methods and Results},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Finding Berries: Segmentation and Counting of Cranberries Using Point Supervision and Shape Priors
Peri Akiva,
Kristin Dana,
Peter Oudemans,
Michael Mars
[pdf] [supp]
[bibtex]
@InProceedings{Akiva_2020_CVPR_Workshops,
author = {Akiva, Peri and Dana, Kristin and Oudemans, Peter and Mars, Michael},
title = {Finding Berries: Segmentation and Counting of Cranberries Using Point Supervision and Shape Priors},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Leaf Spot Attention Network for Apple Leaf Disease Identification
Hee-Jin Yu,
Chang-Hwan Son
[pdf]
[bibtex]
@InProceedings{Yu_2020_CVPR_Workshops,
author = {Yu, Hee-Jin and Son, Chang-Hwan},
title = {Leaf Spot Attention Network for Apple Leaf Disease Identification},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Visual 3D Reconstruction and Dynamic Simulation of Fruit Trees for Robotic Manipulation
Francisco Yandun,
Abhisesh Silwal,
George Kantor
[pdf]
[bibtex]
@InProceedings{Yandun_2020_CVPR_Workshops,
author = {Yandun, Francisco and Silwal, Abhisesh and Kantor, George},
title = {Visual 3D Reconstruction and Dynamic Simulation of Fruit Trees for Robotic Manipulation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Cross-Regional Oil Palm Tree Detection
Wenzhao Wu,
Juepeng Zheng,
Haohuan Fu,
Weijia Li,
Le Yu
[pdf]
[bibtex]
@InProceedings{Wu_2020_CVPR_Workshops,
author = {Wu, Wenzhao and Zheng, Juepeng and Fu, Haohuan and Li, Weijia and Yu, Le},
title = {Cross-Regional Oil Palm Tree Detection},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Multi-Stream CNN for Spatial Resource Allocation: A Crop Management Application
Alexandre Barbosa,
Thiago Marinho,
Nicolas Martin,
Naira Hovakimyan
[pdf]
[bibtex]
@InProceedings{Barbosa_2020_CVPR_Workshops,
author = {Barbosa, Alexandre and Marinho, Thiago and Martin, Nicolas and Hovakimyan, Naira},
title = {Multi-Stream CNN for Spatial Resource Allocation: A Crop Management Application},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Effective Data Fusion With Generalized Vegetation Index: Evidence From Land Cover Segmentation in Agriculture
Hao Sheng,
Xiao Chen,
Jingyi Su,
Ram Rajagopal,
Andrew Ng
[pdf]
[bibtex]
@InProceedings{Sheng_2020_CVPR_Workshops,
author = {Sheng, Hao and Chen, Xiao and Su, Jingyi and Rajagopal, Ram and Ng, Andrew},
title = {Effective Data Fusion With Generalized Vegetation Index: Evidence From Land Cover Segmentation in Agriculture},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Deep Transfer Learning for Plant Center Localization
Enyu Cai,
Sriram Baireddy,
Changye Yang,
Melba Crawford,
Edward J. Delp
[pdf]
[bibtex]
@InProceedings{Cai_2020_CVPR_Workshops,
author = {Cai, Enyu and Baireddy, Sriram and Yang, Changye and Crawford, Melba and Delp, Edward J.},
title = {Deep Transfer Learning for Plant Center Localization},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Segmentation and Detection From Organised 3D Point Clouds: A Case Study in Broccoli Head Detection
Justin Le Louedec,
Hector A. Montes,
Tom Duckett,
Grzegorz Cielniak
[pdf]
[bibtex]
@InProceedings{Louedec_2020_CVPR_Workshops,
author = {Le Louedec, Justin and Montes, Hector A. and Duckett, Tom and Cielniak, Grzegorz},
title = {Segmentation and Detection From Organised 3D Point Clouds: A Case Study in Broccoli Head Detection},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Deep Learning Based Corn Kernel Classification
Henry O. Velesaca,
Raul Mira,
Patricia L. Suarez,
Christian X. Larrea,
Angel D. Sappa
[pdf]
[bibtex]
@InProceedings{Velesaca_2020_CVPR_Workshops,
author = {Velesaca, Henry O. and Mira, Raul and Suarez, Patricia L. and Larrea, Christian X. and Sappa, Angel D.},
title = {Deep Learning Based Corn Kernel Classification},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Improving In-Field Cassava Whitefly Pest Surveillance With Machine Learning
Jeremy Francis Tusubira,
Solomon Nsumba,
Flavia Ninsiima,
Benjamin Akera,
Guy Acellam,
Joyce Nakatumba,
Ernest Mwebaze,
John Quinn,
Tonny Oyana
[pdf]
[bibtex]
@InProceedings{Tusubira_2020_CVPR_Workshops,
author = {Tusubira, Jeremy Francis and Nsumba, Solomon and Ninsiima, Flavia and Akera, Benjamin and Acellam, Guy and Nakatumba, Joyce and Mwebaze, Ernest and Quinn, John and Oyana, Tonny},
title = {Improving In-Field Cassava Whitefly Pest Surveillance With Machine Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Weakly Supervised Learning Guided by Activation Mapping Applied to a Novel Citrus Pest Benchmark
Edson Bollis,
Helio Pedrini,
Sandra Avila
[pdf]
[bibtex]
@InProceedings{Bollis_2020_CVPR_Workshops,
author = {Bollis, Edson and Pedrini, Helio and Avila, Sandra},
title = {Weakly Supervised Learning Guided by Activation Mapping Applied to a Novel Citrus Pest Benchmark},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Fine-Grained Recognition in High-Throughput Phenotyping
Beichen Lyu,
Stuart D. Smith,
Keith A. Cherkauer
[pdf] [supp]
[bibtex]
@InProceedings{Lyu_2020_CVPR_Workshops,
author = {Lyu, Beichen and Smith, Stuart D. and Cherkauer, Keith A.},
title = {Fine-Grained Recognition in High-Throughput Phenotyping},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

A Novel Technique Combining Image Processing, Plant Development Properties, and the Hungarian Algorithm, to Improve Leaf Detection in Maize
Nazifa Azam Khan,
Oliver A.S. Lyon,
Mark Eramian,
Ian McQuillan
[pdf]
[bibtex]
@InProceedings{Khan_2020_CVPR_Workshops,
author = {Khan, Nazifa Azam and Lyon, Oliver A.S. and Eramian, Mark and McQuillan, Ian},
title = {A Novel Technique Combining Image Processing, Plant Development Properties, and the Hungarian Algorithm, to Improve Leaf Detection in Maize},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Farm Parcel Delineation Using Spatio-Temporal Convolutional Networks
Han Lin Aung,
Burak Uzkent,
Marshall Burke,
David Lobell,
Stefano Ermon
[pdf]
[bibtex]
@InProceedings{Aung_2020_CVPR_Workshops,
author = {Aung, Han Lin and Uzkent, Burak and Burke, Marshall and Lobell, David and Ermon, Stefano},
title = {Farm Parcel Delineation Using Spatio-Temporal Convolutional Networks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Climate Adaptation: Reliably Predicting From Imbalanced Satellite Data
Ruchit Rawal,
Prabhu Pradhan
[pdf]
[bibtex]
@InProceedings{Rawal_2020_CVPR_Workshops,
author = {Rawal, Ruchit and Pradhan, Prabhu},
title = {Climate Adaptation: Reliably Predicting From Imbalanced Satellite Data},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}