Author

Enzhi Zhang

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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

Review Jul 2026

Efficient Computing for Medical Image Acquisition and Reconstruction

This chapter presents a unified computational perspective on medical image acquisition and reconstruction across CT, MRI, PET, and SPECT, and examines efficient computing considerations, including optimization algorithms, physics-aware forward operators, memory-efficient implementations, and parallel computing strategi...

Xiao Wang, Jayasai R. Rajagopal, Md Safaiat Hossain et al. · 0 citations