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https://github.com/kaczmarj/wsinfer-manuscript

Artifacts for the WSInfer manuscript
https://github.com/kaczmarj/wsinfer-manuscript

Last synced: about 2 months ago
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Artifacts for the WSInfer manuscript

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# WSInfer Manuscript

We use the first 10 DX1 slides from TCGA-COAD. To reproduce our results,
please download these 10 SVS files and place them in the `slides` directory.

```
slides/
├── TCGA-3L-AA1B-01Z-00-DX1.svs
├── TCGA-4N-A93T-01Z-00-DX1.svs
├── TCGA-4T-AA8H-01Z-00-DX1.svs
├── TCGA-5M-AAT4-01Z-00-DX1.svs
├── TCGA-5M-AAT5-01Z-00-DX1.svs
├── TCGA-5M-AAT6-01Z-00-DX1.svs
├── TCGA-5M-AATE-01Z-00-DX1.svs
├── TCGA-A6-2671-01Z-00-DX1.svs
├── TCGA-A6-2672-01Z-00-DX1.svs
└── TCGA-A6-2674-01Z-00-DX1.svs
```

Then run the following to run both TIL detection pipelines. The time and GPU
statistics are recorded automatically.

```bash
# Download Frontier TILs container.
singularity pull docker://kaczmarj/frontiers-til:cede545

# Download wsinfer TILs container (uses same model as Frontier TILs inceptionv4).
singularity pull docker://kaczmarj/wsinfer:0.3.6-tils

# Run wsinfer pipeline.
CUDA_VISIBLE_DEVICES=2 screen -S wsinfer bash run-wsinfer.sh

# Run frontiers pipeline.
CUDA_VISIBLE_DEVICES=2 screen -S frontiers bash run-frontiers.sh
```