AgriField-40K: Adapting Vision Models to Agriculture With Efficient Continual Pretraining

Vasileios Tzouras · Paraskevas Pegios · Lazaros Nalpantidis

CVPPA Workshop @ ECCV 2026 — Computer Vision in Plant Phenotyping and Agriculture

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Official repository for the paper "AgriField-40K: Adapting Vision Models to Agriculture With Efficient Continual Pretraining" (CVPPA Workshop @ ECCV 2026), introducing AgriField-40K, a field-centric agricultural dataset built from 17 public resources, and AgriMAE, a parameter-efficient continual pretraining baseline for adapting natural-image MAEs to agriculture.

AgriField-40K is publicly available now — see the dataset link above. Code and pretrained checkpoints are being finalized and will be released soon. Star/watch this repo to be notified.

Citation

If you find this work useful, please cite:

@article{tzouras2026agrifield,
  title   = {AgriField-40K: Adapting Vision Models to Agriculture With Efficient Continual Pretraining},
  author  = {Tzouras, Vasileios and Pegios, Paraskevas and Nalpantidis, Lazaros},
  journal = {arXiv preprint arXiv:2608.07984},
  year    = {2026}
}