COMPUTER VISION PROBLEMS IN PLANT PHENOTYPING


Data Augmentation From RGB to Chlorophyll Fluorescence Imaging Application to Leaf Segmentation of Arabidopsis thaliana From Top View Images
Natalia Sapoukhina,
Salma Samiei,
Pejman Rasti,
David Rousseau
[pdf]
[bibtex]
@InProceedings{Sapoukhina_2019_CVPR_Workshops,
author = {Sapoukhina, Natalia and Samiei, Salma and Rasti, Pejman and Rousseau, David},
title = {Data Augmentation From RGB to Chlorophyll Fluorescence Imaging Application to Leaf Segmentation of Arabidopsis thaliana From Top View Images},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Detection of Single Grapevine Berries in Images Using Fully Convolutional Neural Networks
Laura Zabawa,
Anna Kicherer,
Lasse Klingbeil,
Andres Milioto,
Reinhard Topfer,
Heiner Kuhlmann,
Ribana Roscher
[pdf]
[bibtex]
@InProceedings{Zabawa_2019_CVPR_Workshops,
author = {Zabawa, Laura and Kicherer, Anna and Klingbeil, Lasse and Milioto, Andres and Topfer, Reinhard and Kuhlmann, Heiner and Roscher, Ribana},
title = {Detection of Single Grapevine Berries in Images Using Fully Convolutional Neural Networks},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Data Augmentation for Leaf Segmentation and Counting Tasks in Rosette Plants
Dmitry Kuznichov,
Alon Zvirin,
Yaron Honen,
Ron Kimmel
[pdf]
[bibtex]
@InProceedings{Kuznichov_2019_CVPR_Workshops,
author = {Kuznichov, Dmitry and Zvirin, Alon and Honen, Yaron and Kimmel, Ron},
title = {Data Augmentation for Leaf Segmentation and Counting Tasks in Rosette Plants},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Leaf Counting Without Annotations Using Adversarial Unsupervised Domain Adaptation
Mario Valerio Giuffrida,
Andrei Dobrescu,
Peter Doerner,
Sotirios A. Tsaftaris
[pdf]
[bibtex]
@InProceedings{Giuffrida_2019_CVPR_Workshops,
author = {Valerio Giuffrida, Mario and Dobrescu, Andrei and Doerner, Peter and Tsaftaris, Sotirios A.},
title = {Leaf Counting Without Annotations Using Adversarial Unsupervised Domain Adaptation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Understanding Deep Neural Networks for Regression in Leaf Counting
Andrei Dobrescu,
Mario Valerio Giuffrida,
Sotirios A. Tsaftaris
[pdf]
[bibtex]
@InProceedings{Dobrescu_2019_CVPR_Workshops,
author = {Dobrescu, Andrei and Valerio Giuffrida, Mario and Tsaftaris, Sotirios A.},
title = {Understanding Deep Neural Networks for Regression in Leaf Counting},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Length Phenotyping With Interest Point Detection
Adar Vit,
Guy Shani,
Aharon Bar-Hillel
[pdf]
[bibtex]
@InProceedings{Vit_2019_CVPR_Workshops,
author = {Vit, Adar and Shani, Guy and Bar-Hillel, Aharon},
title = {Length Phenotyping With Interest Point Detection},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Adversarial Large-Scale Root Gap Inpainting
Hao Chen,
Mario Valerio Giuffrida,
Peter Doerner,
Sotirios A. Tsaftaris
[pdf]
[bibtex]
@InProceedings{Chen_2019_CVPR_Workshops,
author = {Chen, Hao and Valerio Giuffrida, Mario and Doerner, Peter and Tsaftaris, Sotirios A.},
title = {Adversarial Large-Scale Root Gap Inpainting},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

ProTractor: A Lightweight Ground Imaging and Analysis System for Early-Season Field Phenotyping
Nico Higgs,
Blanche Leyeza,
Jordan Ubbens,
Josh Kocur,
William van der Kamp,
Theron Cory,
Christina Eynck,
Sally Vail,
Mark Eramian,
Ian Stavness
[pdf]
[bibtex]
@InProceedings{Higgs_2019_CVPR_Workshops,
author = {Higgs, Nico and Leyeza, Blanche and Ubbens, Jordan and Kocur, Josh and van der Kamp, William and Cory, Theron and Eynck, Christina and Vail, Sally and Eramian, Mark and Stavness, Ian},
title = {ProTractor: A Lightweight Ground Imaging and Analysis System for Early-Season Field Phenotyping},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

A Guided Multi-Scale Categorization of Plant Species in Natural Images
Jonas Krause,
Kyungim Baek,
Lipyeow Lim
[pdf]
[bibtex]
@InProceedings{Krause_2019_CVPR_Workshops,
author = {Krause, Jonas and Baek, Kyungim and Lim, Lipyeow},
title = {A Guided Multi-Scale Categorization of Plant Species in Natural Images},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

ROLS : Robust Object-Level SLAM for Grape Counting
Anjana K. Nellithimaru,
George A. Kantor
[pdf]
[bibtex]
@InProceedings{Nellithimaru_2019_CVPR_Workshops,
author = {Nellithimaru, Anjana K. and Kantor, George A.},
title = {ROLS : Robust Object-Level SLAM for Grape Counting},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Crop Lodging Prediction From UAV-Acquired Images of Wheat and Canola Using a DCNN Augmented With Handcrafted Texture Features
Sara Mardanisamani,
Farhad Maleki,
Sara Hosseinzadeh Kassani,
Sajith Rajapaksa,
Hema Duddu,
Menglu Wang,
Steve Shirtliffe,
Seungbum Ryu,
Anique Josuttes,
Ti Zhang,
Sally Vail,
Curtis Pozniak,
Isobel Parkin,
Ian Stavness,
Mark Eramian
[pdf]
[bibtex]
@InProceedings{Mardanisamani_2019_CVPR_Workshops,
author = {Mardanisamani, Sara and Maleki, Farhad and Hosseinzadeh Kassani, Sara and Rajapaksa, Sajith and Duddu, Hema and Wang, Menglu and Shirtliffe, Steve and Ryu, Seungbum and Josuttes, Anique and Zhang, Ti and Vail, Sally and Pozniak, Curtis and Parkin, Isobel and Stavness, Ian and Eramian, Mark},
title = {Crop Lodging Prediction From UAV-Acquired Images of Wheat and Canola Using a DCNN Augmented With Handcrafted Texture Features},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Bean Split Ratio for Dry Bean Canning Quality and Variety Analysis
Yunfei Long,
Amber Bassett,
Karen Cichy,
Addie Thompson,
Daniel Morris
[pdf]
[bibtex]
@InProceedings{Long_2019_CVPR_Workshops,
author = {Long, Yunfei and Bassett, Amber and Cichy, Karen and Thompson, Addie and Morris, Daniel},
title = {Bean Split Ratio for Dry Bean Canning Quality and Variety Analysis},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

VisND: A Visualization Tool for Multidimensional Model of Canopy
Ali Shafiekhani,
Felix B. Fritschi,
Guilherme N. DeSouza
[pdf]
[bibtex]
@InProceedings{Shafiekhani_2019_CVPR_Workshops,
author = {Shafiekhani, Ali and Fritschi, Felix B. and DeSouza, Guilherme N.},
title = {VisND: A Visualization Tool for Multidimensional Model of Canopy},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

The GrassClover Image Dataset for Semantic and Hierarchical Species Understanding in Agriculture
Soren Skovsen,
Mads Dyrmann,
Anders K. Mortensen,
Morten S. Laursen,
Rene Gislum,
Jorgen Eriksen,
Sadaf Farkhani,
Henrik Karstoft,
Rasmus N. Jorgensen
[pdf]
[bibtex]
@InProceedings{Skovsen_2019_CVPR_Workshops,
author = {Skovsen, Soren and Dyrmann, Mads and Mortensen, Anders K. and Laursen, Morten S. and Gislum, Rene and Eriksen, Jorgen and Farkhani, Sadaf and Karstoft, Henrik and Jorgensen, Rasmus N.},
title = {The GrassClover Image Dataset for Semantic and Hierarchical Species Understanding in Agriculture},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Leaf Segmentation by Functional Modeling
Yuhao Chen,
Sriram Baireddy,
Enyu Cai,
Changye Yang,
Edward J. Delp
[pdf]
[bibtex]
@InProceedings{Chen_2019_CVPR_Workshops,
author = {Chen, Yuhao and Baireddy, Sriram and Cai, Enyu and Yang, Changye and Delp, Edward J.},
title = {Leaf Segmentation by Functional Modeling},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Prediction of Sorghum Biomass Using Uav Time Series Data and Recurrent Neural Networks
Ali Masjedi,
Neal R. Carpenter,
Melba M. Crawford,
Mitch R. Tuinstra
[pdf]
[bibtex]
@InProceedings{Masjedi_2019_CVPR_Workshops,
author = {Masjedi, Ali and Carpenter, Neal R. and Crawford, Melba M. and Tuinstra, Mitch R.},
title = {Prediction of Sorghum Biomass Using Uav Time Series Data and Recurrent Neural Networks},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

The Oil Radish Growth Dataset for Semantic Segmentation and Yield Estimation
Anders Krogh Mortensen,
Soren Skovsen,
Henrik Karstoft,
Rene Gislum
[pdf]
[bibtex]
@InProceedings{Mortensen_2019_CVPR_Workshops,
author = {Krogh Mortensen, Anders and Skovsen, Soren and Karstoft, Henrik and Gislum, Rene},
title = {The Oil Radish Growth Dataset for Semantic Segmentation and Yield Estimation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}