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@@ -21,7 +21,7 @@ Custom fine-tuned version of NVIDIA's segformer model for colony slides in micro
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  Xie, E., Wang, W., Yu, Z., Anandkumar, A., Alvarez, J. M., & Luo, P. (2021). SegFormer: Simple and efficient design for semantic segmentation with transformers. arXiv preprint arXiv:2105.15203. https://arxiv.org/abs/2105.15203
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- The Segformer-Cityscapes model was changed to a ternary classifier and fine-tuned on custom training data, where colonies and necrosis were made as separate masks and then merged with different grayscale values.
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  ![test12.png](https://cdn-uploads.huggingface.co/production/uploads/6813e81cfd7a2af93d0e5384/T1cgAw1cnbzXOQbujcPfj.png)
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  ![Mask_test12.png](https://cdn-uploads.huggingface.co/production/uploads/6813e81cfd7a2af93d0e5384/Bu-JLpMzYv1UqZVr5BzUz.png)
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  ![Mask2_test12.png](https://cdn-uploads.huggingface.co/production/uploads/6813e81cfd7a2af93d0e5384/etghwv4AEr15uceSk1upQ.png)
 
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  Xie, E., Wang, W., Yu, Z., Anandkumar, A., Alvarez, J. M., & Luo, P. (2021). SegFormer: Simple and efficient design for semantic segmentation with transformers. arXiv preprint arXiv:2105.15203. https://arxiv.org/abs/2105.15203
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+ The Segformer-Cityscapes model was changed to a ternary classifier and fine-tuned on custom training data, where organoids and necrosis were made as separate masks and then merged with different grayscale values.
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  ![test12.png](https://cdn-uploads.huggingface.co/production/uploads/6813e81cfd7a2af93d0e5384/T1cgAw1cnbzXOQbujcPfj.png)
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  ![Mask_test12.png](https://cdn-uploads.huggingface.co/production/uploads/6813e81cfd7a2af93d0e5384/Bu-JLpMzYv1UqZVr5BzUz.png)
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  ![Mask2_test12.png](https://cdn-uploads.huggingface.co/production/uploads/6813e81cfd7a2af93d0e5384/etghwv4AEr15uceSk1upQ.png)