Computer Vision in Plant Phenotyping and Agriculture


Enlisting 3D Crop Models and GANs for More Data Efficient and Generalizable Fruit Detection
Zhenghao Fei,
Alexander G. Olenskyj,
Brian N. Bailey,
Mason Earles
[pdf] [arXiv]
[bibtex]
@InProceedings{Fei_2021_ICCV, author = {Fei, Zhenghao and Olenskyj, Alexander G. and Bailey, Brian N. and Earles, Mason}, title = {Enlisting 3D Crop Models and GANs for More Data Efficient and Generalizable Fruit Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1269-1277} }

Semi-Supervised Dry Herbage Mass Estimation Using Automatic Data and Synthetic Images
Paul Albert,
Mohamed Saadeldin,
Badri Narayanan,
Brian Mac Namee,
Deirdre Hennessy,
Aisling O'Connor,
Noel O'Connor,
Kevin McGuinness
[pdf]
[bibtex]
@InProceedings{Albert_2021_ICCV, author = {Albert, Paul and Saadeldin, Mohamed and Narayanan, Badri and Mac Namee, Brian and Hennessy, Deirdre and O'Connor, Aisling and O'Connor, Noel and McGuinness, Kevin}, title = {Semi-Supervised Dry Herbage Mass Estimation Using Automatic Data and Synthetic Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1284-1293} }

Visualizing Feature Maps for Model Selection in Convolutional Neural Networks
Sakib Mostafa,
Debajyoti Mondal,
Michael Beck,
Christopher Bidinosti,
Christopher Henry,
Ian Stavness
[pdf] [supp]
[bibtex]
@InProceedings{Mostafa_2021_ICCV, author = {Mostafa, Sakib and Mondal, Debajyoti and Beck, Michael and Bidinosti, Christopher and Henry, Christopher and Stavness, Ian}, title = {Visualizing Feature Maps for Model Selection in Convolutional Neural Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1362-1371} }

A Semi-Self-Supervised Learning Approach for Wheat Head Detection Using Extremely Small Number of Labeled Samples
Keyhan Najafian,
Alireza Ghanbari,
Ian Stavness,
Lingling Jin,
Gholam Hassan Shirdel,
Farhad Maleki
[pdf]
[bibtex]
@InProceedings{Najafian_2021_ICCV, author = {Najafian, Keyhan and Ghanbari, Alireza and Stavness, Ian and Jin, Lingling and Shirdel, Gholam Hassan and Maleki, Farhad}, title = {A Semi-Self-Supervised Learning Approach for Wheat Head Detection Using Extremely Small Number of Labeled Samples}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1342-1351} }

LeafMask: Towards Greater Accuracy on Leaf Segmentation
Ruohao Guo,
Liao Qu,
Dantong Niu,
Zhenbo Li,
Jun Yue
[pdf] [arXiv]
[bibtex]
@InProceedings{Guo_2021_ICCV, author = {Guo, Ruohao and Qu, Liao and Niu, Dantong and Li, Zhenbo and Yue, Jun}, title = {LeafMask: Towards Greater Accuracy on Leaf Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1249-1258} }

Leaf Area Estimation by Semantic Segmentation of Point Cloud of Tomato Plants
Takeshi Masuda
[pdf]
[bibtex]
@InProceedings{Masuda_2021_ICCV, author = {Masuda, Takeshi}, title = {Leaf Area Estimation by Semantic Segmentation of Point Cloud of Tomato Plants}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1381-1389} }

Dynamic Color Transform for Wheat Head Detection
Chengxin Liu,
Kewei Wang,
Hao Lu,
Zhiguo Cao
[pdf]
[bibtex]
@InProceedings{Liu_2021_ICCV, author = {Liu, Chengxin and Wang, Kewei and Lu, Hao and Cao, Zhiguo}, title = {Dynamic Color Transform for Wheat Head Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1278-1283} }

Identification and Measurement of Individual Roots in Minirhizotron Images of Dense Root Systems
Alexander Gillert,
Bo Peters,
Uwe Freiherr von Lukas,
Jurgen Kreyling
[pdf]
[bibtex]
@InProceedings{Gillert_2021_ICCV, author = {Gillert, Alexander and Peters, Bo and von Lukas, Uwe Freiherr and Kreyling, Jurgen}, title = {Identification and Measurement of Individual Roots in Minirhizotron Images of Dense Root Systems}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1323-1331} }

WheatNet-Lite: A Novel Light Weight Network for Wheat Head Detection
Sandesh Bhagat,
Manesh Kokare,
Vineet Haswani,
Praful Hambarde,
Ravi Kamble
[pdf]
[bibtex]
@InProceedings{Bhagat_2021_ICCV, author = {Bhagat, Sandesh and Kokare, Manesh and Haswani, Vineet and Hambarde, Praful and Kamble, Ravi}, title = {WheatNet-Lite: A Novel Light Weight Network for Wheat Head Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1332-1341} }

What Does TERRA-REF's High Resolution, Multi Sensor Plant Sensing Public Domain Data Offer the Computer Vision Community?
David LeBauer,
Max Burnette,
Noah Fahlgren,
Rob Kooper,
Kenton McHenry,
Abby Stylianou
[pdf]
[bibtex]
@InProceedings{LeBauer_2021_ICCV, author = {LeBauer, David and Burnette, Max and Fahlgren, Noah and Kooper, Rob and McHenry, Kenton and Stylianou, Abby}, title = {What Does TERRA-REF's High Resolution, Multi Sensor Plant Sensing Public Domain Data Offer the Computer Vision Community?}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1409-1415} }

Predicting Protein Content in Grain Using Hyperspectral Deep Learning
Ole-Christian Galbo Engstrom,
Erik Schou Dreier,
Kim Steenstrup Pedersen
[pdf]
[bibtex]
@InProceedings{Engstrom_2021_ICCV, author = {Engstrom, Ole-Christian Galbo and Dreier, Erik Schou and Pedersen, Kim Steenstrup}, title = {Predicting Protein Content in Grain Using Hyperspectral Deep Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1372-1380} }

From RGB to NIR: Predicting of Near Infrared Reflectance From Visible Spectrum Aerial Images of Crops
Masoomeh Aslahishahri,
Kevin G. Stanley,
Hema Duddu,
Steve Shirtliffe,
Sally Vail,
Kirstin Bett,
Curtis Pozniak,
Ian Stavness
[pdf]
[bibtex]
@InProceedings{Aslahishahri_2021_ICCV, author = {Aslahishahri, Masoomeh and Stanley, Kevin G. and Duddu, Hema and Shirtliffe, Steve and Vail, Sally and Bett, Kirstin and Pozniak, Curtis and Stavness, Ian}, title = {From RGB to NIR: Predicting of Near Infrared Reflectance From Visible Spectrum Aerial Images of Crops}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1312-1322} }

Classification and Visualization of Genotype x Phenotype Interactions in Biomass Sorghum
Abby Stylianou,
Robert Pless,
Nadia Shakoor,
Todd Mockler
[pdf] [arXiv]
[bibtex]
@InProceedings{Stylianou_2021_ICCV, author = {Stylianou, Abby and Pless, Robert and Shakoor, Nadia and Mockler, Todd}, title = {Classification and Visualization of Genotype x Phenotype Interactions in Biomass Sorghum}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1352-1361} }

Tip-Burn Stress Detection of Lettuce Canopy Grown in Plant Factories
Riccardo Gozzovelli,
Benjamin Franchetti,
Malik Bekmurat,
Fiora Pirri
[pdf]
[bibtex]
@InProceedings{Gozzovelli_2021_ICCV, author = {Gozzovelli, Riccardo and Franchetti, Benjamin and Bekmurat, Malik and Pirri, Fiora}, title = {Tip-Burn Stress Detection of Lettuce Canopy Grown in Plant Factories}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1259-1268} }

Machine Learning Meets Distinctness in Variety Testing
Geoffroy Couasnet,
Mouad Zine el Abidine,
Francois Laurens,
Helin Dutagaci,
David Rousseau
[pdf]
[bibtex]
@InProceedings{Couasnet_2021_ICCV, author = {Couasnet, Geoffroy and el Abidine, Mouad Zine and Laurens, Francois and Dutagaci, Helin and Rousseau, David}, title = {Machine Learning Meets Distinctness in Variety Testing}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1303-1311} }

Analysis of Arabidopsis Root Images -- Studies on CNNs and Skeleton-Based Root Topology
Birgit Moller,
Berit Schreck,
Stefan Posch
[pdf]
[bibtex]
@InProceedings{Moller_2021_ICCV, author = {Moller, Birgit and Schreck, Berit and Posch, Stefan}, title = {Analysis of Arabidopsis Root Images -- Studies on CNNs and Skeleton-Based Root Topology}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1294-1302} }

Multi-Domain Few-Shot Learning and Dataset for Agricultural Applications
Sai Vidyaranya Nuthalapati,
Anirudh Tunga
[pdf] [arXiv]
[bibtex]
@InProceedings{Nuthalapati_2021_ICCV, author = {Nuthalapati, Sai Vidyaranya and Tunga, Anirudh}, title = {Multi-Domain Few-Shot Learning and Dataset for Agricultural Applications}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1399-1408} }

Field-Based Plot Extraction Using UAV RGB Images
Changye Yang,
Sriram Baireddy,
Enyu Cai,
Melba Crawford,
Edward J. Delp
[pdf] [arXiv]
[bibtex]
@InProceedings{Yang_2021_ICCV, author = {Yang, Changye and Baireddy, Sriram and Cai, Enyu and Crawford, Melba and Delp, Edward J.}, title = {Field-Based Plot Extraction Using UAV RGB Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {1390-1398} }