Global-Wheat-Full-Semantic-Segmentation

This repo is for the Wageningen team for the Global Wheat Full Semantic Segmentation Challenge 2025.

Useful links

Competition page

Dataset Huggingface

Dataset Webpage

Competition

Timeline

🚀 Development Phase

🗓️ Duration: March 15, 2025 – June 16, 2025 Use this phase to tune your models and test against a small set of testing data. Multiple submissions are allowed to refine your approach.

• 5 submission per day
• 100 submission total

🏆 Final Phase

🗓️ Duration: June 16, 2025 – June 24, 2025 Resubmit your best-performing model from the development phase. Your model will be tested against a new set of testing data but trained on the same training data. ⚠️ Only one submission is allowed — choose wisely!

Dataset

Splits: Pretraining, Train, Validation

• Pretraining data: Over 64,000 images from 9 different domains, resolution: 512×512 pixels
• Training data: Supervised fine-tuning data—99 images from 9 domains (11 images per domain), resolution: 512×512 pixels
• Validation data: Used for model evaluation—99 images from 9 domains (11 images per domain), resolution: 512×512 pixels. Submit predictions to CondaBench to obtain mIoU scores.

from datasets import load_dataset

# Login using e.g. `huggingface-cli login` to access this dataset
ds = load_dataset("XIANG-Shuai/GWFSS-competition")

Related Works

See here