3 papers
cs.CV2025
A Fully Open and Generalizable Foundation Model for Ultrasound Clinical Applications
Hongyuan Zhang, Yuheng Wu, Mingyang Zhao +22
Artificial intelligence (AI) that can effectively learn ultrasound representations by integrating multi-source data holds significant promise for advancing clinical care. However,…
cs.CV2025
AnchorFormer: Differentiable Anchor Attention for Efficient Vision Transformer
Jiquan Shan, Junxiao Wang, Lifeng Zhao +3
Recently, vision transformers (ViTs) have achieved excellent performance on vision tasks by measuring the global self-attention among the image patches. Given patches, they wil…
cs.LG2025
Technical Report: Quantifying and Analyzing the Generalization Power of a DNN
Yuxuan He, Junpeng Zhang, Lei Cheng +2
This paper proposes a new perspective for analyzing the generalization power of deep neural networks (DNNs), i.e., directly disentangling and analyzing the dynamics of generalizabl…