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Structure-Guided Masked Autoencoders for Ultra-High Resolution Scientific Image Understanding

arXiv:2609.30682v1 Announce Type: new Abstract: Self-supervised pre-training with Vision Transformers, including Masked Autoencoders (MAE), is difficult to apply to gigapixel scientific images. Random masking is poorly matched to the structured, multi-scale morphology of scientific data, while unif…

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  1. 2026-09-28 04:00 · arXiv cs.CV
    Structure-Guided Masked Autoencoders for Ultra-High Resolution Scientific Image Understanding

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