3 papers
astro-ph.IM2026
PhySR: Physics-Informed Neural Network for Super-Resolution Reconstruction in Radio Synthesis Imaging
Hongkun Yang, Li Zhang, Ming Zhang +1
Radio telescope arrays are constrained by the number of antennas and baseline distribution, resulting in incomplete spatial-frequency sampling, limited image resolution, and blurri…
cs.LG2018
Theory of Generative Deep Learning : Probe Landscape of Empirical Error via Norm Based Capacity Control
Wendi Xu, Ming Zhang
Despite its remarkable empirical success as a highly competitive branch of artificial intelligence, deep learning is often blamed for its widely known low interpretation and lack o…
cs.AI2018
Towards WARSHIP: Combining Components of Brain-Inspired Computing of RSH for Image Super Resolution
Wendi Xu, Ming Zhang
Evolution of deep learning shows that some algorithmic tricks are more durable , while others are not. To the best of our knowledge, we firstly summarize 5 more durable and complet…