Pixel-Mamba, an end-to-end Mamba-based architecture with progressive token expansion, reports tumor staging and survival scores on three TCGA datasets that match or exceed several pathology foundation models without pathology-specific pretraining.
An image is worth 16x16 words: Trans- formers for image recognition at scale
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From Pixels to Gigapixels: Bridging Local Inductive Bias and Long-Range Dependencies with Pixel-Mamba
Pixel-Mamba, an end-to-end Mamba-based architecture with progressive token expansion, reports tumor staging and survival scores on three TCGA datasets that match or exceed several pathology foundation models without pathology-specific pretraining.