CVPR 2024 Open Access Repository

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} }