CVPR 2026 Open Access Repository

The 7th International Workshop and CVML Challenge on Agriculture-Vision: Challenges & Opportunities for Computer Vision in Agriculture

FecalFed: Privacy-Preserving Poultry Disease Detection via Federated Learning: Tien-Yu Chi; [pdf] [arXiv]
[bibtex]
@InProceedings{Chi_2026_CVPR, author = {Chi, Tien-Yu}, title = {FecalFed: Privacy-Preserving Poultry Disease Detection via Federated Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9712-9718} }
3D Reconstruction and Knowledge Distillation to Improve Multi-View Image Models to Explore Spike Volume Estimation in Wheat: Olivia Zumsteg,

Jannis Widmer,

Yann Bourdé,

Norbert Kirchgessner,

Andreas Hund,

Lukas Roth,

Paraskevi Nousi; [pdf] [supp]
[bibtex]
@InProceedings{Zumsteg_2026_CVPR, author = {Zumsteg, Olivia and Widmer, Jannis and Bourd\'e, Yann and Kirchgessner, Norbert and Hund, Andreas and Roth, Lukas and Nousi, Paraskevi}, title = {3D Reconstruction and Knowledge Distillation to Improve Multi-View Image Models to Explore Spike Volume Estimation in Wheat}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9844-9855} }
Towards Morphology Aware Stomata Keypoint Detection: Benchmarking Foundation Models Under Distribution Shift: Sainath Reddy Gummi,

Chulwoo Pack,

Hankui Zhang,

Shyam Solanki,

Young Chang; [pdf]
[bibtex]
@InProceedings{Gummi_2026_CVPR, author = {Gummi, Sainath Reddy and Pack, Chulwoo and Zhang, Hankui and Solanki, Shyam and Chang, Young}, title = {Towards Morphology Aware Stomata Keypoint Detection: Benchmarking Foundation Models Under Distribution Shift}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9730-9739} }
A Field-based Plant Video Segmentation Pipeline (FPVSP) for Off-line Plant Tracking through Zero-shot Segmentation and Motion Features: Kai Shen,

Xue Zhou,

Santhi Daggubati,

Xu Wang,

Liyike Ji,

Daeun Choi,

Uchechukwu D. Ilodibe; [pdf] [supp]
[bibtex]
@InProceedings{Shen_2026_CVPR, author = {Shen, Kai and Zhou, Xue and Daggubati, Santhi and Wang, Xu and Ji, Liyike and Choi, Daeun and Ilodibe, Uchechukwu D.}, title = {A Field-based Plant Video Segmentation Pipeline (FPVSP) for Off-line Plant Tracking through Zero-shot Segmentation and Motion Features}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9824-9833} }
OrchardTemporal: A Benchmark for Evaluating Vision-Language Models on Temporal Reasoning in Apple Orchards: Leo Hieu Nguyen,

Nina Dethlefs,

Cunjia Liu; [pdf]
[bibtex]
@InProceedings{Nguyen_2026_CVPR, author = {Nguyen, Leo Hieu and Dethlefs, Nina and Liu, Cunjia}, title = {OrchardTemporal: A Benchmark for Evaluating Vision-Language Models on Temporal Reasoning in Apple Orchards}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9807-9813} }
Part-Aware Descriptor Classifier for Trustworthy Species Detection: Jahid Chowdhury Choton,

Elizabeth Campolongo,

Ivan Grijalva,

Venkat Margapuri,

Brian J Spiesman,

William H Hsu; [pdf] [supp]
[bibtex]
@InProceedings{Choton_2026_CVPR, author = {Choton, Jahid Chowdhury and Campolongo, Elizabeth and Grijalva, Ivan and Margapuri, Venkat and Spiesman, Brian J and Hsu, William H}, title = {Part-Aware Descriptor Classifier for Trustworthy Species Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9719-9729} }
Frequency-Aware Reconstruction for Fine-grained Grapevine Representation Learning: Gabriel A. Carneiro,

Imanol G. Estepa,

Thierry J. Aubry,

António Cunha,

Joaquim J. Sousa,

Bhalaji Nagarajan,

Petia Radeva; [pdf]
[bibtex]
@InProceedings{Carneiro_2026_CVPR, author = {Carneiro, Gabriel A. and Estepa, Imanol G. and Aubry, Thierry J. and Cunha, Ant\'onio and Sousa, Joaquim J. and Nagarajan, Bhalaji and Radeva, Petia}, title = {Frequency-Aware Reconstruction for Fine-grained Grapevine Representation Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9682-9691} }
ReLeaf: Benchmarking Leaf Segmentation across Domains and Species: Robert Martinko,

Daniel Steininger,

Julia Simon,

Andreas Trondl,

Matthias Blaickner; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Martinko_2026_CVPR, author = {Martinko, Robert and Steininger, Daniel and Simon, Julia and Trondl, Andreas and Blaickner, Matthias}, title = {ReLeaf: Benchmarking Leaf Segmentation across Domains and Species}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9797-9806} }
Does Your VFM Speak Plant? The Botanical Grammar of Vision Foundation Models for Object Detection: Lars Lundqvist,

Earl Ranario,

Hamid Kamangir,

Heesup Yun,

Christine Diepenbrock,

Brian N. Bailey,

J. Mason Earles; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Lundqvist_2026_CVPR, author = {Lundqvist, Lars and Ranario, Earl and Kamangir, Hamid and Yun, Heesup and Diepenbrock, Christine and Bailey, Brian N. and Earles, J. Mason}, title = {Does Your VFM Speak Plant? The Botanical Grammar of Vision Foundation Models for Object Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9768-9776} }
FruitProM-V2: Robust Probabilistic Maturity Estimation and Detection of Fruits and Vegetables: Rahul Harsha Cheppally,

Sidharth Rai,

Sudan Baral,

Benjamin Vail,

Ajay Sharda; [pdf] [arXiv]
[bibtex]
@InProceedings{Cheppally_2026_CVPR, author = {Cheppally, Rahul Harsha and Rai, Sidharth and Baral, Sudan and Vail, Benjamin and Sharda, Ajay}, title = {FruitProM-V2: Robust Probabilistic Maturity Estimation and Detection of Fruits and Vegetables}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9702-9711} }
Beyond Green: Domain-Aware Self-Validated Instance Counting for Loropetalum and Non-Green Ornamental Species using Annotation-Free Robustness Metrics: Harshitha Manjunatha,

Prabha Sundaravadivel,

Shekhar Suman Borah,

Lakshman Tamil,

Patricia R. Knight,

H. Allen Torbert,

Siva P. Kumpatla; [pdf]
[bibtex]
@InProceedings{Manjunatha_2026_CVPR, author = {Manjunatha, Harshitha and Sundaravadivel, Prabha and Borah, Shekhar Suman and Tamil, Lakshman and Knight, Patricia R. and Torbert, H. Allen and Kumpatla, Siva P.}, title = {Beyond Green: Domain-Aware Self-Validated Instance Counting for Loropetalum and Non-Green Ornamental Species using Annotation-Free Robustness Metrics}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9777-9786} }
ALF-PoseNet: An Attention-Based Lightweight Fruit Pose Estimation Network: Al Bashir,

Partho Ghose,

Azlan Zahid; [pdf] [supp]
[bibtex]
@InProceedings{Bashir_2026_CVPR, author = {Bashir, Al and Ghose, Partho and Zahid, Azlan}, title = {ALF-PoseNet: An Attention-Based Lightweight Fruit Pose Estimation Network}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9692-9701} }
TRACE: Thermal Recognition Attentive-Framework for CO2 Emissions from Livestock: Taminul Islam,

Abdellah Lakhssassi,

Toqi Tahamid Sarker,

Mohamed Embaby,

Khaled R. Ahmed,

Amer AbuGhazaleh; [pdf] [arXiv]
[bibtex]
@InProceedings{Islam_2026_CVPR, author = {Islam, Taminul and Lakhssassi, Abdellah and Sarker, Toqi Tahamid and Embaby, Mohamed and Ahmed, Khaled R. and AbuGhazaleh, Amer}, title = {TRACE: Thermal Recognition Attentive-Framework for CO2 Emissions from Livestock}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9740-9750} }
What Standard Metrics Miss: Spectral Diagnostics for Satellite Image Sequence Forecasting of Evapotranspiration: Apoorva Jha,

Andrew J McElrone,

Martha Anderson,

William Kustas,

Audrey Petrosian,

Mina Swintek,

Vishal Singh,

Mason Earles,

Nicolas Bambach,

Kyle Knipper; [pdf]
[bibtex]
@InProceedings{Jha_2026_CVPR, author = {Jha, Apoorva and McElrone, Andrew J and Anderson, Martha and Kustas, William and Petrosian, Audrey and Swintek, Mina and Singh, Vishal and Earles, Mason and Bambach, Nicolas and Knipper, Kyle}, title = {What Standard Metrics Miss: Spectral Diagnostics for Satellite Image Sequence Forecasting of Evapotranspiration}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9751-9758} }
AgriRAG: Training-Free Retrieval-Augmented Generation for Agricultural Disease Diagnosis with Vision-Language Models: Luiz Carlos Marques Junior,

João Renato Ribeiro Manesco,

João Paulo Papa; [pdf]
[bibtex]
@InProceedings{Junior_2026_CVPR, author = {Junior, Luiz Carlos Marques and Manesco, Jo\~ao Renato Ribeiro and Papa, Jo\~ao Paulo}, title = {AgriRAG: Training-Free Retrieval-Augmented Generation for Agricultural Disease Diagnosis with Vision-Language Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9673-9681} }
GeoSphere-DETR: Geometry-Aware RT-DETR with Sphere-Consistency Re-scoring for Robust Citrus Orchard Fruit Detection: Shiyu Liu,

Yiannis Ampatzidis; [pdf]
[bibtex]
@InProceedings{Liu_2026_CVPR, author = {Liu, Shiyu and Ampatzidis, Yiannis}, title = {GeoSphere-DETR: Geometry-Aware RT-DETR with Sphere-Consistency Re-scoring for Robust Citrus Orchard Fruit Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9759-9767} }
Wasserstein Flow Networks: Forward-Pass Optimal Transport for Cross-Domain Agricultural Anomaly Segmentation: Ayan Sar,

Pranav Singh Puri,

Sumit Aich,

Anurag Kaushish,

Sampurna Roy,

Tanupriya Choudhury,

Ajith Abraham; [pdf] [supp]
[bibtex]
@InProceedings{Sar_2026_CVPR, author = {Sar, Ayan and Puri, Pranav Singh and Aich, Sumit and Kaushish, Anurag and Roy, Sampurna and Choudhury, Tanupriya and Abraham, Ajith}, title = {Wasserstein Flow Networks: Forward-Pass Optimal Transport for Cross-Domain Agricultural Anomaly Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9814-9823} }
FICount: Prototype-Guided Attention Matching for Few-Shot Insect Counting: Muhib Ullah,

Muhammad Shabbir Hasan,

Tyler J. Wist,

Abdul Bais; [pdf]
[bibtex]
@InProceedings{Ullah_2026_CVPR, author = {Ullah, Muhib and Hasan, Muhammad Shabbir and Wist, Tyler J. and Bais, Abdul}, title = {FICount: Prototype-Guided Attention Matching for Few-Shot Insect Counting}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9834-9843} }
Efficient Vision for Precision Sericulture: Bridging the Reality Gap in Silkworm Rearing via Interpretable Feature Streams: Leonardo Mariut,

Mohamed Zakaria Benjelloun Tuimy,

Claudio Schiavella,

Irene Amerini,

Massimo Proia; [pdf]
[bibtex]
@InProceedings{Mariut_2026_CVPR, author = {Mariut, Leonardo and Tuimy, Mohamed Zakaria Benjelloun and Schiavella, Claudio and Amerini, Irene and Proia, Massimo}, title = {Efficient Vision for Precision Sericulture: Bridging the Reality Gap in Silkworm Rearing via Interpretable Feature Streams}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {9787-9796} }