Full Papers

PlantDreamer: Achieving Realistic 3D Plant Models with Diffusion-Guided Gaussian Splatting
Zane Hartley (University of Nottingham)*; Lewis Stuart (University of Nottingham); Andrew French (University of Nottingham); Michael Pound (University of Nottingham), 2025.

AgMIC: Agricultural Masked Image Consistency for Cross-Domain Segmentation
Muhib Ullah (University of Regina)*; Nisar Ali (University of Regina); Numair Nadeem (University of Regina); Abdul Bais (University of Regina), 2025

Dynamic Monitoring of Crop Canopies Using Time-Series Point Clouds: Insights into Phenotypic Variation and Leaf-Level Photosynthetic Performance
Jiaren Zhou (China Agricultural University); Mengqi Zhang (China Agricultural University); Shulin Sun (China Agricultural University); Man Zhang (China Agricultural University); Minjuan Wang (China Agricultural University)*, 2025.

First Place Solution to the MLCAS 2025 GWFSS Challenge: The Devil is in the Detail and Minority
Songliang Cao (Huazhong University of Science and Technology); Tianqi Hu (Huazhong University of Science and Technology); Hao Lu (Huazhong University of Science and Technology)*, 2025.

High-Throughput Estimation of Photosynthetic Phenotypic Parameters Using Hyperspectral Data
Mengqi Zhang (China Agricultural University); Jiaren Zhou (China Agricultural University); Man Zhang (China Agricultural University); Minjuan Wang (China Agricultural University)*, 2025.

Comparative Analysis of Image-Based Deep Learning and Genomic Models for Yield and Protein Content Prediction in Winter Wheat
Xiaoran Chen (SDSC); Paraskevi Nousi (SDSC)*; Mike Boss (ETHZ); Michele Volpi (SDSC); Lukas Roth (ETHZ), 2025.

A Case for the Use of Chroma Cartesian Colour Representations for Image Classification on Plant-Based Domains
Alexis Payne (University of Nottingham)*; Gail Hopkins (University of Nottingham); Shreyank Gowda (University of Nottingham); Isaac Triguero (University of Granada); Michael Pound (University of Nottingham), 2025.

Decoder-aware Self-Supervised Continual Pretraining and Uncertainty-Guided Pseudo-Labeling for Wheat Organ Segmentation
Tapotosh Ghosh (University of Calgary)*; Md Jaber Al Nahian (University of Calgary); Farnaz Sheikhi (University of Calgary); Farhad Maleki (University of Calgary), 2025.

Modeling Time-Lapse Trajectories to Characterize Cranberry Growth
Ronan John (Rutgers University - New Brunswick); Anis Chihoub (Rutgers University - New Brunswick)*; Ryan Meegan (Rutgers University - New Brunswick); Gina Sidelli (Rutgers University - New Brunswick); Jeffrey Neyhart (Rutgers University - New Brunswick); Peter Oudemans (Rutgers University - New Brunswick); Kristin Dana (Rutgers University - New Brunswick), 2025.

Improving Lightweight Weed Detection via Knowledge Distillation
Ahmet Oğuz Saltık (University of Hohenheim)*; Max Voigt (University of Hohenheim); Sourav Modak (University of Hohenheim); Mike Beckworth (University of Hohenheim); Anthony Stein (University of Hohenheim), 2025.

Multimodal fusion of X-ray transmission and dark field imaging for apple internal disorders detection
Jiaqi He (KU Leuven)*; Astrid Tempelaere (KU Leuven); Janne Vignero (KU Leuven); Pieter Verboven (KU Leuven); Bart Nicolai (KU Leuven), 2025.

WeedSense: Multi-Task Learning for Weed Segmentation, Height Estimation, and Growth Stage Classification
Toqi Tahamid Sarker (Southern Illinois University Carbondale)*; Khaled Ahmed (Southern Illinois University Carbondale); Taminul Islam (Southern Illinois University Carbondale); Cristiana Bernardi Rankrape (Southern Illinois University Carbondale); Karla Gage (Southern Illinois University Carbondale), 2025.

Extended Abstracts

Pseudo-Label Refinement for Robust Wheat Head Segmentation via Two-Stage Hybrid Training
Jiahao Jiang (Tongji University); Zhangrui Yang (Tongji University)*; Xuanhan Wang (Tongji University); Jingkuan Song (Tongji University), 2025. [PDF]

SPROUTS: An Integrated Desktop Application for High-Throughput Root Phenotyping
Kinjalk Parth (University of Illinois Urbana Champaign)*; Sebastian Quintela (University of Illinois Urbana Champaign); Andrew Leakey (University of Illinois Urbana Champaign), 2025. [PDF]

CROP-ZERO – Contrastive Recognition Of Plant diseases with Zero-shot Optimization
János Horváth (Purdue University)*, 2025. [PDF]

PlantFusion-1D2D: Leaf Area Index Estimation of Multimodal Deep Learning Framework under ComplexWeather Conditions
Shulin Sun, Man Zhang, Hanxu Wang, Jiaren Zhou, Han Li, Ruicheng Qiu, Minjuan Wang. Key Lab of Smart Agriculture Systems, Ministry of Education, College of Information and Electrical Engineering, China Agricultural University, Beijing, China. 2025. [PDF]

RootSAM: Adapting SAM2.1 for Root Segmentation in Minirhizotron Imagery
“Kinjalk Parth (University of Illinois Urbana Champaign)*; Sebastian Quintela (University of Illinois Urbana Champaign); Andrew Leakey (University of Illinois Urbana Champaign); Sam Walker (University of Illinois Urbana Champaign); Nadia Shakoor (Donald Danforth Plant Science Center), 2025. [PDF]

NeuraLeaf: Neural Parametric Leaf Models with Shape and Deformation Disentanglement
Yang Yang (The Univerisity of Osaka)*; Dongni Mao (The Univerisity of Osaka); Hiroaki Santo (The Univerisity of Osaka); Yasuyuki Matsushita (Microsoft Research Asia - Tokyo); Fumio Okura (The Univerisity of Osaka), 2025. [PDF]