Cover Image

Crossmodal learning for Crop Canopy Trait Estimation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ayanlade, Timilehin T., Powadi, Anirudha, Jubery, Talukder Z., Ganapathysubramanian, Baskar, Sarkar, Soumik
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multi-Sensor and Multi-temporal High-Throughput Phenotyping for Monitoring and Early Detection of Water-Limiting Stress in Soybean
by: Jones, Sarah E., et al.
Published: (2024)

HS-3D-NeRF: 3D Surface and Hyperspectral Reconstruction From Stationary Hyperspectral Images Using Multi-Channel NeRFs
by: Ku, Kibon, et al.
Published: (2026)

SC-NeRF: NeRF-based Point Cloud Reconstruction using a Stationary Camera for Agricultural Applications
by: Ku, Kibon, et al.
Published: (2025)

Robust soybean seed yield estimation using high-throughput ground robot videos
by: Feng, Jiale, et al.
Published: (2024)

Soybean Maturity Prediction using 2D Contour Plots from Drone based Time Series Imagery
by: Kim, Bitgoeul, et al.
Published: (2024)

Class-specific Data Augmentation for Plant Stress Classification
by: Saleem, Nasla, et al.
Published: (2024)

Evaluating Neural Radiance Fields (NeRFs) for 3D Plant Geometry Reconstruction in Field Conditions
by: Arshad, Muhammad Arbab, et al.
Published: (2024)

FloraForge: LLM-Assisted Procedural Generation of Editable and Analysis-Ready 3D Plant Geometric Models For Agricultural Applications
by: Hadadi, Mozhgan, et al.
Published: (2025)

Disentangling Genotype and Environment Specific Latent Features for Improved Trait Prediction using a Compositional Autoencoder
by: Powadi, Anirudha, et al.
Published: (2024)

Procedural Generation of 3D Maize Plant Architecture from LIDAR Data
by: Hadadi, Mozhgan, et al.
Published: (2025)

Accessing the Effect of Phyllotaxy and Planting Density on Light Use Efficiency in Field-Grown Maize using 3D Reconstructions
by: Saleem, Nasla, et al.
Published: (2025)

Leveraging Vision Language Models for Specialized Agricultural Tasks
by: Arshad, Muhammad Arbab, et al.
Published: (2024)

TerraIncognita: A Dynamic Benchmark for Species Discovery Using Frontier Models
by: Chiranjeevi, Shivani, et al.
Published: (2025)

MaizeField3D: A Curated 3D Point Cloud and Procedural Model Dataset of Field-Grown Maize from a Diversity Panel
by: Kimara, Elvis, et al.
Published: (2025)

WeedNet: A Foundation Model-Based Global-to-Local AI Approach for Real-Time Weed Species Identification and Classification
by: Shen, Yanben, et al.
Published: (2025)

MaizeEar-SAM: Zero-Shot Maize Ear Phenotyping
by: Zaremehrjerdi, Hossein, et al.
Published: (2025)

STITCH: Surface reconstrucTion using Implicit neural representations with Topology Constraints and persistent Homology
by: Jignasu, Anushrut, et al.
Published: (2024)

BioTrove: A Large Curated Image Dataset Enabling AI for Biodiversity
by: Yang, Chih-Hsuan, et al.
Published: (2024)

GENIE: Gram-Eigenmode INR Editing with Closed-Form Geometry Updates
by: Karki, Samundra, et al.
Published: (2026)

Context-Aware Pesticide Recommendation via Few-Shot Pest Recognition for Precision Agriculture
by: Ghosh, Anirudha, et al.
Published: (2026)

Depth Any Canopy: Leveraging Depth Foundation Models for Canopy Height Estimation
by: Cambrin, Daniele Rege, et al.
Published: (2024)

Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping
by: Costanzino, Alex, et al.
Published: (2023)

AdaCropFollow: Self-Supervised Online Adaptation for Visual Under-Canopy Navigation
by: Sivakumar, Arun N., et al.
Published: (2024)

Tuned Reverse Distillation: Enhancing Multimodal Industrial Anomaly Detection with Crossmodal Tuners
by: Liu, Xinyue, et al.
Published: (2024)

MI-Pruner: Crossmodal Mutual Information-guided Token Pruner for Efficient MLLMs
by: Li, Jiameng, et al.
Published: (2026)

CA-Cut: Crop-Aligned Cutout for Data Augmentation to Learn More Robust Under-Canopy Navigation
by: Mamo, Robel, et al.
Published: (2025)

3D Reconstruction of Protein Structures from Multi-view AFM Images using Neural Radiance Fields (NeRFs)
by: Rade, Jaydeep, et al.
Published: (2024)

Assessing phenotypic diversity and sensor‐based metrics for drought response in soybean
by: Sarah E. Jones, et al.
Published: (2025)

Anomagic: Crossmodal Prompt-driven Zero-shot Anomaly Generation
by: Jiang, Yuxin, et al.
Published: (2025)

Modulate-and-Map: Crossmodal Feature Mapping with Cross-View Modulation for 3D Anomaly Detection
by: Costanzino, Alex, et al.
Published: (2026)

Estimating Canopy Height at Scale
by: Pauls, Jan, et al.
Published: (2024)

Domain Adaptation-Based Crossmodal Knowledge Distillation for 3D Semantic Segmentation
by: Kang, Jialiang, et al.
Published: (2025)

Slice-100K: A Multimodal Dataset for Extrusion-based 3D Printing
by: Jignasu, Anushrut, et al.
Published: (2024)

CFCML: A Coarse-to-Fine Crossmodal Learning Framework For Disease Diagnosis Using Multimodal Images and Tabular Data
by: Liu, Tianling, et al.
Published: (2026)

Canopy Tree Height Estimation Using Quantile Regression: Modeling and Evaluating Uncertainty in Remote Sensing
by: Schrödter, Karsten, et al.
Published: (2026)

Lessons from Deploying CropFollow++: Under-Canopy Agricultural Navigation with Keypoints
by: Sivakumar, Arun N., et al.
Published: (2024)

Crossmodal Knowledge Distillation with WordNet-Relaxed Text Embeddings for Robust Image Classification
by: Guo, Chenqi, et al.
Published: (2025)

MetaCropFollow: Few-Shot Adaptation with Meta-Learning for Under-Canopy Navigation
by: Woehrle, Thomas, et al.
Published: (2024)

Plot‐level satellite imagery can substitute for UAVs in assessing maize phenotypes across multistate field trials
by: Nikee Shrestha, et al.
Published: (2025)

ECHOSAT: Estimating Canopy Height Over Space And Time
by: Pauls, Jan, et al.
Published: (2026)