SPIDER Breast Model

🚀 SPIDER-Breast Model

The SPIDER-breast model is a deep - learning model designed for patch - level breast pathology classification, leveraging the high - quality SPIDER dataset.

🚀 Quick Start

The SPIDER - breast model operates with 1120×1120 patches. You can use the following Python code to load and utilize the model:

from transformers import AutoModel, AutoProcessor
from PIL import Image

model = AutoModel.from_pretrained("histai/SPIDER-breast-model", trust_remote_code=True)
processor = AutoProcessor.from_pretrained("histai/SPIDER-breast-model", trust_remote_code=True)

image = Image.open("path_to_image.png")
inputs = processor(images=image, return_tensors="pt")
outputs = model(**inputs)
print(outputs.predicted_class_names)

✨ Features

The SPIDER - breast model is part of the SPIDER dataset initiative. It is trained for patch - level breast pathology classification, using a large, high - quality, multi - organ pathology dataset with expert - annotated labels.

📦 Installation

The provided code snippet uses the transformers library. You can install it via pip install transformers if not already installed.

📚 Documentation

Model Description

The SPIDER - breast model is a deep learning model trained for patch - level pathology classification, specifically for breast. It is part of the SPIDER dataset initiative, which provides a large, high - quality, multi - organ pathology dataset with expert - annotated labels.

If you would like to support, sponsor, or obtain a commercial license for the SPIDER data and models, please contact us at models@hist.ai.

Model Sources

• Repository: https://github.com/HistAI/SPIDER
• Paper: SPIDER: A Comprehensive Multi - Organ Supervised Pathology Dataset and Baseline Models

Training Data

The model is trained on the [SPIDER - breast](https://huggingface.co/datasets/histai/SPIDER - breast) dataset, a subset of the SPIDER dataset. The dataset includes:

Total Counts:

• 92,892 central patches
• 984,924 total patches (including context patches)
• 921 total slides used for annotation

Results

📄 License

The model is licensed under CC BY - NC 4.0 and is for research use only.

📚 Citation

If you use this model, please cite the following:

@misc{nechaev2025spidercomprehensivemultiorgansupervised,
      title={SPIDER: A Comprehensive Multi - Organ Supervised Pathology Dataset and Baseline Models}, 
      author={Dmitry Nechaev and Alexey Pchelnikov and Ekaterina Ivanova},
      year={2025},
      eprint={2503.02876},
      archivePrefix={arXiv},
      primaryClass={eess.IV},
      url={https://arxiv.org/abs/2503.02876}, 
}

More Information

To explore other models and the SPIDER dataset you can visit the Hugging Face HistAI page or GitHub of the project.

Contacts

• Authors: Dmitry Nechaev, Alexey Pchelnikov, Ekaterina Ivanova
• Email: dmitry@hist.ai, alex@hist.ai, kate@hist.ai