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@@ -33,10 +33,10 @@ It takes 256Γ—256 px patches as input and outputs per-cell contours, centroids,
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  The full pipeline consists of three steps:
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  ```
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- β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
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- β”‚ 1. Normalize β”‚ ──→ β”‚ 2. Patchify β”‚ ──→ β”‚ 3. Inference β”‚
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- β”‚ (Reinhard) β”‚ β”‚ (256px, 64ov)β”‚ β”‚ (Cell Detection) β”‚
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- β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
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  SVS / TIF PNG patches Masks + Centroids
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  ```
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@@ -166,7 +166,7 @@ If you use HNE2Cell in your research, please cite:
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  ```bibtex
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  @misc{hne2cell,
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- title={HNE2Cell: Cell Detection and Classification from H&E Whole-Slide Images},
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  year={2025},
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  url={https://huggingface.co/roobee79/HNE2Cell}
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  }
 
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  The full pipeline consists of three steps:
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  ```
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+ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
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+ β”‚ 1. Normalize β”‚ ──→ β”‚ 2. Patchify β”‚ ──→ β”‚ 3. Inference β”‚
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+ β”‚ (Reinhard) β”‚ β”‚(256px, 64ov) β”‚ β”‚(Cell Detection) β”‚
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+ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
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  SVS / TIF PNG patches Masks + Centroids
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  ```
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  ```bibtex
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  @misc{hne2cell,
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+ title={Spatial transcriptomics–supervised deep learning enables single-cell mapping of tumor immune architecture from routine histology},
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  year={2025},
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  url={https://huggingface.co/roobee79/HNE2Cell}
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  }