Publications

Robot-Enabled Field Phenotyping of Grape Berry Cluster Color Using Multimodal Vision Foundation Models for Genetic Mapping

Yiyuan Lin, Madan Pandey, Lance Cadle-Davidson, Matthew Clark, Soon Li Teh, Yu Jiang

ASABE Annual International Meeting, 2026

1st Place in the 2026 AOCABFE Student Paper Competition
2nd Place in the 2026 AOCABFE Student Research Presentation Competition

Beyond Seasonality: A High-Fidelity Apple Orchard Digital Twins

Ruiming Du, Yiyuan Lin, Daoyuan Jin, Nicholas Gunner, Yu Jiang

ASABE Annual International Meeting, 2026

2026 ITSC Best Paper Award

Integrating Large Multi-Modal Models for Automated Powdery Mildew Phenotyping in Grapevines

Yiyuan Lin, Zachary Dashner, Ana Jimenez, Dustin Wilkerson, Lance Cadle-Davidson, Summaira Riaz, Yu Jiang

Artificial Intelligence in Agriculture (under review), 2026

SAM-CLIP-Thermal: Leveraging Large Multimodal Models for Reliable and Scalable Annotation of Thermal Image Segmentation in Field Plant Phenotyping

Yiyuan Lin, Chenjiao Tan, Changying Li, Yu Jiang

Plant Phenomics (under review), 2025

DATR: Diffusion-based 3D Apple Tree Reconstruction Framework with Sparse-View

Tian Qiu, Alan Zoubi, Yiyuan Lin, Ruiming Du, Lailiang Cheng, Yu Jiang

IEEE Robotics and Automation Letters (RA-L), 2025

Effective integration of vision foundational models for semantic segmentation to quantify grape foliage powdery mildew infection

Yiyuan Lin, Anna Underhill, Lance Cadle-Davison, Ana Jimenez, Summaira Riaz, Yu Jiang

ASABE Annual International Meeting, 2024

2024 ITSC Best Paper Award

Automated rice phenology stage mapping using UAV images and deep learning

Xiangyu Lu, Jun Zhou, Rui Yang, Zhiyan Yan, Yiyuan Lin, Jie Jiao, Fei Liu

Drones, 2023