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cs.CV2026
Structure-Guided Masked Autoencoders for Ultra-High Resolution Scientific Image Understanding
Enzhi Zhang, Du Wu, Rui Zhong +18
Self-supervised pre-training with Vision Transformers, including Masked Autoencoders (MAE), is difficult to apply to gigapixel scientific images. Random masking is poorly matched t…
eess.IV2026
Efficient Computing for Medical Image Acquisition and Reconstruction
Xiao Wang, Jayasai Rajagopal, Md Safaiat Hossain +4
Medical imaging systems such as CT, MRI, PET, and SPECT do not directly acquire images. Instead, they measure physical signals that encode anatomical or physiological information,…
cs.NE2026
G-ICSO-NAS: Shifting Gears between Gradient and Swarm for Robust Neural Architecture Search
Xingbang Du, Enzhi Zhang, Rui Zhong +2
Neural Architecture Search (NAS) has become a pivotal technique in automated machine learning. Evolutionary Algorithm (EA)-based methods demonstrate superior search quality but suf…