4 papers
Latent-CURE for Breast Cancer Diagnosis
Weiyi Zhao, Xiaoyu Tan, Lu Gan +2
Multimodal Large Models have significantly advanced automated breast ultrasound diagnosis. However, most existing frameworks utilize opaque, end-to-end paradigms prioritizing globa…
SRU-Pix2Pix: A Fusion-Driven Generator Network for Medical Image Translation with Few-Shot Learning
Xihe Qiu, Yang Dai, Xiaoyu Tan +4
Magnetic Resonance Imaging (MRI) provides detailed tissue information, but its clinical application is limited by long acquisition time, high cost, and restricted resolution. Image…
Information Theoretic Learning for Diffusion Models with Warm Start
Yirong Shen, Lu Gan, Cong Ling
Generative models that maximize model likelihood have gained traction in many practical settings. Among them, perturbation based approaches underpin many strong likelihood estimati…
Generalized Score Matching: Bridging -Divergence and Statistical Estimation Under Correlated Noise
Yirong Shen, Lu Gan, Cong Ling
Relative Fisher information, also known as score matching, is a recently introduced learning method for parameter estimation. Fundamental relations between relative entropy and sco…