ICCV 2021 Open Access Repository

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,

Jürgen Kreyling; [pdf]
[bibtex]
@InProceedings{Gillert_2021_ICCV, author = {Gillert, Alexander and Peters, Bo and von Lukas, Uwe Freiherr and Kreyling, J\"urgen}, 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} }
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} }
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} }
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} }
Machine Learning Meets Distinctness in Variety Testing: Geoffroy Couasnet,

Mouad Zine el Abidine,

François Laurens,

Helin Dutagaci,

David Rousseau; [pdf]
[bibtex]
@InProceedings{Couasnet_2021_ICCV, author = {Couasnet, Geoffroy and el Abidine, Mouad Zine and Laurens, Fran\c{c}ois 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} }
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} }
Analysis of Arabidopsis Root Images -- Studies on CNNs and Skeleton-Based Root Topology: Birgit Möller,

Berit Schreck,

Stefan Posch; [pdf]
[bibtex]
@InProceedings{Moller_2021_ICCV, author = {M\"oller, 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} }
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 Engstrøm,

Erik Schou Dreier,

Kim Steenstrup Pedersen; [pdf]
[bibtex]
@InProceedings{Engstrom_2021_ICCV, author = {Engstr{\o}m, 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} }