Cover Image

Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Jiajia, Xu, Mingle, Xiang, Lirong, Chen, Dong, Zhuang, Weichao, Yin, Xunyuan, Li, Zhaojian
Format:	Preprint
Published:	2023
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MetaFruit Meets Foundation Models: Leveraging a Comprehensive Multi-Fruit Dataset for Advancing Agricultural Foundation Models
by: Li, Jiajia, et al.
Published: (2024)

Performance Evaluation of Semi-supervised Learning Frameworks for Multi-Class Weed Detection
by: Li, Jiajia, et al.
Published: (2024)

Foundation Model-Based Apple Ripeness and Size Estimation for Selective Harvesting
by: Zhu, Keyi, et al.
Published: (2025)

VLLFL: A Vision-Language Model Based Lightweight Federated Learning Framework for Smart Agriculture
by: Li, Long, et al.
Published: (2025)

Forging Vision Foundation Models for Autonomous Driving: Challenges, Methodologies, and Opportunities
by: Yan, Xu, et al.
Published: (2024)

A Survey on 3D Reconstruction Techniques in Plant Phenotyping: From Classical Methods to Neural Radiance Fields (NeRF), 3D Gaussian Splatting (3DGS), and Beyond
by: Li, Jiajia, et al.
Published: (2025)

FedReplay: A Feature Replay Assisted Federated Transfer Learning Framework for Efficient and Privacy-Preserving Smart Agriculture
by: Li, Long, et al.
Published: (2025)

Back to Point: Exploring Point-Language Models for Zero-Shot 3D Anomaly Detection
by: Li, Kaiqiang, et al.
Published: (2026)

Object-Centric 3D Gaussian Splatting for Strawberry Plant Reconstruction and Phenotyping
by: Li, Jiajia, et al.
Published: (2025)

Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities
by: Xia, Shiyu, et al.
Published: (2024)

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact
by: Bilal, Mohsin, et al.
Published: (2025)

SPROUT: A Scalable Diffusion Foundation Model for Agricultural Vision
by: Xiang, Shuai, et al.
Published: (2026)

TransAgent: Transfer Vision-Language Foundation Models with Heterogeneous Agent Collaboration
by: Guo, Yiwei, et al.
Published: (2024)

Spatio-Temporal Foundation Models: Vision, Challenges, and Opportunities
by: Goodge, Adam, et al.
Published: (2025)

Adaptive Label Smoothing for Out-of-Distribution Detection
by: Xu, Mingle, et al.
Published: (2024)

EarthMarker: A Visual Prompting Multi-modal Large Language Model for Remote Sensing
by: Zhang, Wei, et al.
Published: (2024)

Applications of Large Scale Foundation Models for Autonomous Driving
by: Huang, Yu, et al.
Published: (2023)

FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration
by: Li, Hao, et al.
Published: (2024)

Harnessing Large Vision and Language Models in Agriculture: A Review
by: Zhu, Hongyan, et al.
Published: (2024)

SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models
by: Zhao, Xinyi, et al.
Published: (2025)

Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities
by: Zhao, Shanshan, et al.
Published: (2025)

Insect-Foundation: A Foundation Model and Large Multimodal Dataset for Vision-Language Insect Understanding
by: Truong, Thanh-Dat, et al.
Published: (2025)

UniChange: Unifying Change Detection with Multimodal Large Language Model
by: Zhang, Xu, et al.
Published: (2025)

Agriculture-Vision Challenge 2024 -- The Runner-Up Solution for Agricultural Pattern Recognition via Class Balancing and Model Ensemble
by: Liu, Wang, et al.
Published: (2024)

EFA-YOLO: An Efficient Feature Attention Model for Fire and Flame Detection
by: Pan, Weichao, et al.
Published: (2024)

Active Visual Perception: Opportunities and Challenges
by: Li, Yian, et al.
Published: (2025)

Baseline Method of the Foundation Model Challenge for Ultrasound Image Analysis
by: Deng, Bo, et al.
Published: (2026)

AgriFM: A Multi-source Temporal Remote Sensing Foundation Model for Agriculture Mapping
by: Li, Wenyuan, et al.
Published: (2025)

Variation-Aware Semantic Image Synthesis
by: Xu, Mingle, et al.
Published: (2023)

PictOBI-20k: Unveiling Large Multimodal Models in Visual Decipherment for Pictographic Oracle Bone Characters
by: Chen, Zijian, et al.
Published: (2025)

EchoFM: Foundation Model for Generalizable Echocardiogram Analysis
by: Kim, Sekeun, et al.
Published: (2024)

KKA: Improving Vision Anomaly Detection through Anomaly-related Knowledge from Large Language Models
by: Chen, Dong, et al.
Published: (2025)

u-LLaVA: Unifying Multi-Modal Tasks via Large Language Model
by: Xu, Jinjin, et al.
Published: (2023)

Plug-and-Play Grounding of Reasoning in Multimodal Large Language Models
by: Chen, Jiaxing, et al.
Published: (2024)

Exploring Multimodal Prompts For Unsupervised Continuous Anomaly Detection
by: Zhou, Mingle, et al.
Published: (2026)

Exploring the Potential of Large Foundation Models for Open-Vocabulary HOI Detection
by: Lei, Ting, et al.
Published: (2024)

Motion-example-controlled Co-speech Gesture Generation Leveraging Large Language Models
by: Chen, Bohong, et al.
Published: (2025)

YOLO-ROC: A High-Precision and Ultra-Lightweight Model for Real-Time Road Damage Detection
by: Lin, Zicheng, et al.
Published: (2025)

EventSTU: Event-Guided Efficient Spatio-Temporal Understanding for Video Large Language Models
by: Xu, Wenhao, et al.
Published: (2025)

VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model
by: Zhuang, Xianwei, et al.
Published: (2025)