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Liu Li

3 accepted papers

2024

Stability and Generalizability in SDE Diffusion Models with Measure-Preserving Dynamics

NeurIPS 2024poster

Inverse problems describe the process of estimating the causal factors from a set of measurements or data. Mapping of often incomplete or degraded data to parameters is ill-posed, thus data-driven iterative solutions are required, for example when reconstructing clean images from poor signals. Dif…

Cited by 1SourcePDFScholar
2021

Deep Multi-Task Learning for Diabetic Retinopathy Grading in Fundus Images

AAAI 2021technical

Recent years have witnessed the growing interest in disease severity grading, especially for ocular diseases based on fundus images. The existing grading methods are usually trained with high resolution (HR) images. However, the grading performance decreases a lot given low resolution (LR) images, w…

Cited by 42SourcePDFScholar
2019

Attention Based Glaucoma Detection: A Large-Scale Database and CNN Model

CVPR 2019poster

Recently, the attention mechanism has been successfully applied in convolutional neural networks (CNNs), significantly boosting the performance of many computer vision tasks. Unfortunately, few medical image recognition approaches incorporate the attention mechanism in the CNNs. In particular, there…

Cited by 302PDFcodeScholar