AgroBench: Vision-Language Model Benchmark in Agriculture

Authors: Risa Shinoda, Nakamasa Inoue, Hirokatsu Kataoka, Masaki Onishi, Yoshitaka Ushiku (ICCV'25)

Citation

If you use our dataset, please cite our paper.

@InProceedings{Shinoda_2025_ICCV,
  author    = {Shinoda, Risa and Inoue, Nakamasa and Kataoka, Hirokatsu and Onishi, Masaki and Ushiku, Yoshitaka},
  title     = {AgroBench: Vision-Language Model Benchmark in Agriculture},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
  month     = {October},
  year      = {2025},
  pages     = {7634-7644}
}

dataset_info:

  features:
  - name: image
    dtype: image
  - name: question
    dtype: string
  - name: options
    sequence: string
  - name: answer
    dtype: string
  - name: category
    dtype: string
  - name: crop
    dtype: string
  - name: source
    dtype: string
  - name: id
    dtype: string
  splits:
  - name: train
    num_bytes: 1952553878.104
    num_examples: 4342
  download_size: 2074418037
  dataset_size: 1952553878.104
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*