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README.md
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### Model Comparison
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| Model | Accuracy | F1 | Precision | Recall |
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| NP-TEST-0 | *0.802* | *0.779* | *0.792* | *0.796* |
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<img src="model_compare_radar.png" alt="chart" width="800"/>
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* **NP-TEST-0:** Our model
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* **dinov2-giant:** Pretrained [Dinov2 Giant](https://huggingface.co/facebook/dinov2-giant)
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* **dinov2-giant_distilled_prov:** [Dinov2 Giant](https://huggingface.co/facebook/dinov2-giant) distilled from [provo-gigapath](https://huggingface.co/prov-gigapath/prov-gigapath)
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* **dinov2-large_distilled_prov:** [Dinov2 Large](https://huggingface.co/facebook/dinov2-large) distilled from [provo-gigapath](https://huggingface.co/prov-gigapath/prov-gigapath)
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* **distilled_prov_finetuned:** dinov2-giant_distilled_prov was used as a base with additional finetuning without freezing teacher model.
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* **prov-gigapath:** [prov-gigapath/prov-gigapath](https://huggingface.co/prov-gigapath/prov-gigapath)
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* **UNI:** [MahmoodLab/UNI](https://huggingface.co/MahmoodLab/UNI)
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* **UNI2-h:** [MahmoodLab/UNI2-h](https://huggingface.co/MahmoodLab/UNI2-h)
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### Model Evaluation Details
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The radar chart provides a visual comparison of multiple models across several performance metrics. Each axis extending from the center represents a different metric. The farther a model's line is from the center along a particular axis, the better its score for that specific metric (assuming higher is better for the metric).
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### Model Comparison
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#### Models Evaluated
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* **NP-TEST-0:** Our model
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* **dinov2-giant:** Pretrained [Dinov2 Giant](https://huggingface.co/facebook/dinov2-giant)
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* **dinov2-giant_distilled_prov:** [Dinov2 Giant](https://huggingface.co/facebook/dinov2-giant) distilled from [provo-gigapath](https://huggingface.co/prov-gigapath/prov-gigapath)
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* **dinov2-large_distilled_prov:** [Dinov2 Large](https://huggingface.co/facebook/dinov2-large) distilled from [provo-gigapath](https://huggingface.co/prov-gigapath/prov-gigapath)
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* **distilled_prov_finetuned:** dinov2-giant_distilled_prov was used as a base with additional finetuning without freezing teacher model.
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* **prov-gigapath:** [prov-gigapath/prov-gigapath](https://huggingface.co/prov-gigapath/prov-gigapath)
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* **UNI:** [MahmoodLab/UNI](https://huggingface.co/MahmoodLab/UNI)
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* **UNI2-h:** [MahmoodLab/UNI2-h](https://huggingface.co/MahmoodLab/UNI2-h)
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#### Linear Probe Comparison
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| Model | Accuracy | F1 | Precision | Recall |
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| NP-TEST-0 | *0.802* | *0.779* | *0.792* | *0.796* |
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<img src="model_compare_radar.png" alt="chart" width="800"/>
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### Model Evaluation Details
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The radar chart provides a visual comparison of multiple models across several performance metrics. Each axis extending from the center represents a different metric. The farther a model's line is from the center along a particular axis, the better its score for that specific metric (assuming higher is better for the metric).
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