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SlideFlame

PyTorch
pathology
vision-language
whole-slide-imaging
report-generation
ablation
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metadata 
library_name: pytorch
tags:
  - pathology
  - vision-language
  - whole-slide-imaging
  - report-generation
  - ablation

SlideFlame

This repository contains ablated variants of SlideFlame models for pathology whole-slide image report generation.

SlideFlame is a slide-level vision-language model based on a Flamingo-style architecture. It combines patch-level and slide-level visual features with a language model to generate pathology reports from whole-slide image features.

The full project code is available on GitHub, while only the model weights are hosted here on Hugging Face.

Model Weights

The checkpoint files are stored in the weights/ directory:

Variant File
SlideFlame-GWI weights/slideflame-GWI.pt
SlideFlame-GZI weights/slideflame-GZI.pt
SlideFlame-LWI weights/slideflame-LWI.pt
SlideFlame-LZI weights/slideflame-LZI.pt

Variant Names

  • SlideFlame-GWI: Global warm initialization variant
  • SlideFlame-GZI: Global zero initialization variant
  • SlideFlame-LWI: Local warm initialization variant
  • SlideFlame-LZI: Local zero initialization variant

Checksums

SHA-256 checksums are provided in checksums.txt.