# Agricultural vision-language models

Area: [Multimodal LLMs / vision-language models](https://mlsanity.com/mllm/index.md). HTML: https://mlsanity.com/mllm/agricultural-vision-language-models/

## Key facts

- Agricultural vision-language models: 42 papers on arXiv since 2023 (data through 14 Oct 2026).
- 9 of its 42 mapped papers (21%) cite “AgroGPT: Efficient Agricultural Vision-Language Model with Expert Tuning” (2024, arXiv 2410.08405).
- 9 of its 42 mapped papers (21%) cite “AgroBench: Vision-Language Model Benchmark in Agriculture” (2025, arXiv 2507.20519).
- 1 new papers 17 Sep–14 Oct.

## Most cited here

- [AgroGPT: Efficient Agricultural Vision-Language Model with Expert Tuning](https://mlsanity.com/paper/2410.08405/) (2024), cited by 9 papers here
- [AgroBench: Vision-Language Model Benchmark in Agriculture](https://mlsanity.com/paper/2507.20519/) (2025), cited by 9 papers here
- [Leveraging Vision Language Models for Specialized Agricultural Tasks](https://mlsanity.com/paper/2407.19617/) (2024), cited by 5 papers here
- [AgMMU: A Comprehensive Agricultural Multimodal Understanding Benchmark](https://mlsanity.com/paper/2504.10568/) (2025), cited by 5 papers here
- [AgriCLIP: Adapting CLIP for Agriculture and Livestock via Domain-Specialized Cross-Model Alignment](https://mlsanity.com/paper/2410.01407/) (2024), cited by 4 papers here
- [AgriGPT-VL: Agricultural Vision-Language Understanding Suite](https://mlsanity.com/paper/2510.04002/) (2025), cited by 3 papers here
- [Harnessing Large Vision and Language Models in Agriculture: A Review](https://mlsanity.com/paper/2407.19679/) (2024), cited by 2 papers here
- [VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images](https://mlsanity.com/paper/2408.16176/) (2024), cited by 1 papers here
- [AgriBench: A Hierarchical Agriculture Benchmark for Multimodal Large Language Models](https://mlsanity.com/paper/2412.00465/) (2024), cited by 1 papers here
- [Self-Consistency in Vision-Language Models for Precision Agriculture: Multi-Response Consensus for Crop Disease Management](https://mlsanity.com/paper/2507.08024/) (2025), cited by 1 papers here

## New (17 Sep–14 Oct)

- [A Vision-Language Model (VLM)-based Pipeline for End-to-End Procedural Modeling of Field-Grown Maize from Point Clouds](https://mlsanity.com/paper/2610.03468/) (2026-10-02)