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


Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge Distillation
Simone Angarano,
Mauro Martini,
Alessandro Navone,
Marcello Chiaberge
[pdf] [arXiv]
[bibtex]
@InProceedings{Angarano_2024_CVPR, author = {Angarano, Simone and Martini, Mauro and Navone, Alessandro and Chiaberge, Marcello}, title = {Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge Distillation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5450-5459} }

Generating Diverse Agricultural Data for Vision-Based Farming Applications
Mikolaj Cieslak,
Umabharathi Govindarajan,
Alejandro Garcia,
Anuradha Chandrashekar,
Torsten Hadrich,
Aleksander Mendoza-Drosik,
Dominik L. Michels,
Soren Pirk,
Chia-Chun Fu,
Wojciech Palubicki
[pdf] [arXiv]
[bibtex]
@InProceedings{Cieslak_2024_CVPR, author = {Cieslak, Mikolaj and Govindarajan, Umabharathi and Garcia, Alejandro and Chandrashekar, Anuradha and Hadrich, Torsten and Mendoza-Drosik, Aleksander and Michels, Dominik L. and Pirk, Soren and Fu, Chia-Chun and Palubicki, Wojciech}, title = {Generating Diverse Agricultural Data for Vision-Based Farming Applications}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5422-5431} }

VisTA-SR: Improving the Accuracy and Resolution of Low-Cost Thermal Imaging Cameras for Agriculture
Heesup Yun,
Sassoum Lo,
Christine H. Diepenbrock,
Brian N. Bailey,
J. Mason Earles
[pdf]
[bibtex]
@InProceedings{Yun_2024_CVPR, author = {Yun, Heesup and Lo, Sassoum and Diepenbrock, Christine H. and Bailey, Brian N. and Earles, J. Mason}, title = {VisTA-SR: Improving the Accuracy and Resolution of Low-Cost Thermal Imaging Cameras for Agriculture}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5470-5479} }

Domain Targeted Synthetic Plant Style Transfer using Stable Diffusion LoRA and ControlNet
Zane K.J. Hartley,
Rob J. Lind,
Michael P. Pound,
Andrew P. French
[pdf]
[bibtex]
@InProceedings{Hartley_2024_CVPR, author = {Hartley, Zane K.J. and Lind, Rob J. and Pound, Michael P. and French, Andrew P.}, title = {Domain Targeted Synthetic Plant Style Transfer using Stable Diffusion LoRA and ControlNet}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5375-5383} }

Photorealistic Arm Robot Simulation for 3D Plant Reconstruction and Automatic Annotation using Unreal Engine 5
Xingjian Li,
Jeremy Park,
Chris Reberg-Horton,
Steven Mirsky,
Edgar Lobaton,
Lirong Xiang
[pdf]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Xingjian and Park, Jeremy and Reberg-Horton, Chris and Mirsky, Steven and Lobaton, Edgar and Xiang, Lirong}, title = {Photorealistic Arm Robot Simulation for 3D Plant Reconstruction and Automatic Annotation using Unreal Engine 5}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5480-5488} }

Label Efficient Lifelong Multi-View Broiler Detection
Thorsten Cardoen,
Sam Leroux,
Pieter Simoens
[pdf]
[bibtex]
@InProceedings{Cardoen_2024_CVPR, author = {Cardoen, Thorsten and Leroux, Sam and Simoens, Pieter}, title = {Label Efficient Lifelong Multi-View Broiler Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5393-5402} }

Tracking and Counting Apples in Orchards Under Intermittent Occlusions and Low Frame Rates
Gonçalo P. Matos,
Carlos Santiago,
João P. Costeira,
Ricardo L. Saldanha,
Ernesto M. Morgado
[pdf] [supp]
[bibtex]
@InProceedings{Matos_2024_CVPR, author = {Matos, Gon\c{c}alo P. and Santiago, Carlos and Costeira, Jo\~ao P. and Saldanha, Ricardo L. and Morgado, Ernesto M.}, title = {Tracking and Counting Apples in Orchards Under Intermittent Occlusions and Low Frame Rates}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5413-5421} }

HarvestNet: A Dataset for Detecting Smallholder Farming Activity Using Harvest Piles and Remote Sensing
Jonathan Xu,
Amna Elmustafa,
Liya Weldegebriel,
Emnet Negash,
Richard Lee,
Chenlin Meng,
Stefano Ermon,
David Lobell
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Xu_2024_CVPR, author = {Xu, Jonathan and Elmustafa, Amna and Weldegebriel, Liya and Negash, Emnet and Lee, Richard and Meng, Chenlin and Ermon, Stefano and Lobell, David}, title = {HarvestNet: A Dataset for Detecting Smallholder Farming Activity Using Harvest Piles and Remote Sensing}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5366-5374} }

AnimalFormer: Multimodal Vision Framework for Behavior-based Precision Livestock Farming
Ahmed Qazi,
Taha Razzaq,
Asim Iqbal
[pdf] [arXiv]
[bibtex]
@InProceedings{Qazi_2024_CVPR, author = {Qazi, Ahmed and Razzaq, Taha and Iqbal, Asim}, title = {AnimalFormer: Multimodal Vision Framework for Behavior-based Precision Livestock Farming}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7973-7982} }

Gasformer: A Transformer-based Architecture for Segmenting Methane Emissions from Livestock in Optical Gas Imaging
Toqi Tahamid Sarker,
Mohamed G Embaby,
Khaled R Ahmed,
Amer Abughazaleh
[pdf] [arXiv]
[bibtex]
@InProceedings{Sarker_2024_CVPR, author = {Sarker, Toqi Tahamid and Embaby, Mohamed G and Ahmed, Khaled R and Abughazaleh, Amer}, title = {Gasformer: A Transformer-based Architecture for Segmenting Methane Emissions from Livestock in Optical Gas Imaging}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5489-5497} }

Label-free Anomaly Detection in Aerial Agricultural Images with Masked Image Modeling
Sambal Shikhar,
Anupam Sobti
[pdf] [arXiv]
[bibtex]
@InProceedings{Shikhar_2024_CVPR, author = {Shikhar, Sambal and Sobti, Anupam}, title = {Label-free Anomaly Detection in Aerial Agricultural Images with Masked Image Modeling}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5440-5449} }

End-to-end Solution for Tenebrio Molitor Rearing Monitoring with Uncertainty Estimation and Domain Shift Detection
Paweł Majewski,
Piotr Lampa,
Robert Burduk,
Jacek Reiner
[pdf]
[bibtex]
@InProceedings{Majewski_2024_CVPR, author = {Majewski, Pawe{\l} and Lampa, Piotr and Burduk, Robert and Reiner, Jacek}, title = {End-to-end Solution for Tenebrio Molitor Rearing Monitoring with Uncertainty Estimation and Domain Shift Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5498-5507} }

Energy-Efficient Uncertainty-Aware Biomass Composition Prediction at the Edge
Muhammad Zawish,
Paul Albert,
Flavio Esposito,
Steven Davy,
Lizy Abraham
[pdf] [arXiv]
[bibtex]
@InProceedings{Zawish_2024_CVPR, author = {Zawish, Muhammad and Albert, Paul and Esposito, Flavio and Davy, Steven and Abraham, Lizy}, title = {Energy-Efficient Uncertainty-Aware Biomass Composition Prediction at the Edge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5357-5365} }

The New Agronomists: Language Models are Experts in Crop Management
Jing Wu,
Zhixin Lai,
Suiyao Chen,
Ran Tao,
Pan Zhao,
Naira Hovakimyan
[pdf] [arXiv]
[bibtex]
@InProceedings{Wu_2024_CVPR, author = {Wu, Jing and Lai, Zhixin and Chen, Suiyao and Tao, Ran and Zhao, Pan and Hovakimyan, Naira}, title = {The New Agronomists: Language Models are Experts in Crop Management}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5346-5356} }

Knowledge Distillation for Efficient Instance Semantic Segmentation with Transformers
Maohui Li,
Michael Halstead,
Chris Mccool
[pdf]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Maohui and Halstead, Michael and Mccool, Chris}, title = {Knowledge Distillation for Efficient Instance Semantic Segmentation with Transformers}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5432-5439} }

IrrNet: Advancing Irrigation Mapping with Incremental Patch Size Training on Remote Sensing Imagery
Oishee Bintey Hoque,
Samarth Swarup,
Abhijin Adiga,
Sayjro Kossi Nouwakpo,
Madhav Marathe
[pdf] [arXiv]
[bibtex]
@InProceedings{Hoque_2024_CVPR, author = {Hoque, Oishee Bintey and Swarup, Samarth and Adiga, Abhijin and Nouwakpo, Sayjro Kossi and Marathe, Madhav}, title = {IrrNet: Advancing Irrigation Mapping with Incremental Patch Size Training on Remote Sensing Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5460-5469} }

IrrNet: Spatio-Temporal Segmentation Guided Classification for Irrigation Mapping
Oishee Bintey Hoque
[pdf]
[bibtex]
@InProceedings{Hoque_2024_CVPR, author = {Hoque, Oishee Bintey}, title = {IrrNet: Spatio-Temporal Segmentation Guided Classification for Irrigation Mapping}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {7983-7985} }

Lacunarity Pooling Layers for Plant Image Classification using Texture Analysis
Akshatha Mohan,
Joshua Peeples
[pdf] [arXiv]
[bibtex]
@InProceedings{Mohan_2024_CVPR, author = {Mohan, Akshatha and Peeples, Joshua}, title = {Lacunarity Pooling Layers for Plant Image Classification using Texture Analysis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5384-5392} }

Improved Crop and Weed Detection with Diverse Data Ensemble Learning
Muhammad Hamza Asad,
Saeed Anwar,
Abdul Bais
[pdf] [arXiv]
[bibtex]
@InProceedings{Asad_2024_CVPR, author = {Asad, Muhammad Hamza and Anwar, Saeed and Bais, Abdul}, title = {Improved Crop and Weed Detection with Diverse Data Ensemble Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5336-5345} }

End-to-End Deep Learning Models for Gap Identification in Maize Fields
Rana Waqar,
Željana Grbović,
Maryam Khan,
Nina Pajević,
Dimitrije Stefanović,
Vladan Filipović,
Marko Panić,
Nemanja Djuric
[pdf]
[bibtex]
@InProceedings{Waqar_2024_CVPR, author = {Waqar, Rana and Grbovi\'c, \v{Z}eljana and Khan, Maryam and Pajevi\'c, Nina and Stefanovi\'c, Dimitrije and Filipovi\'c, Vladan and Pani\'c, Marko and Djuric, Nemanja}, title = {End-to-End Deep Learning Models for Gap Identification in Maize Fields}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5403-5412} }