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Hanruo Liu

2 accepted papers

2021

Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling

CVPR 2021poster

In medical image analysis, it is typical to collect multiple annotations, each from a different clinical expert or rater, in the expectation that possible diagnostic errors could be mitigated. Meanwhile, from the computer vision practitioner viewpoint, it has been a common practice to adopt the grou…

Cited by 188PDFcodeScholar
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