Author

Takayuki Nonoyama

2 papers indexed here

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Preprint Sep 2026

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

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 uniform tokenization produces prohibitively long sequences that make $O(N...

En-Zhi Zhang, Du Wu, Rui Zhong et al. · 0 citations

Sep 2026

Tunable Sugar-Solanesol Block Copolymer Wormlike Micelles for Pickering-like Emulsions.

A general design framework for fully bio-based block copolymers that integrates structural organization with macroscopic function remains largely unexplored, despite extensive study of amphiphilic systems. Herein, we address this challenge by designing fully bio-based diblock copolymers (i.e., Glc6/7-b-Sol) comprising...

W. Lang, Sho Fukushima, Minami Ebe et al. · ACS Applied Materials and In... · 0 citations