Reducing the Annotation Cost of Whole Slide Histology Images using Active Learning

Author:

Jin Xu1,An Hong1,Wang Jue2,Wen Ke1,Wu Zheng1

Affiliation:

1. University of Science and Technology of China, China

2. The First Affiliated Hospital of USTC, China

Funder

The Fundamental Research Funds for the Central Universities of China

Publisher

ACM

Reference23 articles.

1. Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

2. Samuel Budd Emma C Robinson and Bernhard Kainz. 2019. A survey on active learning and human-in-the-loop deep learning for medical image analysis. arXiv preprint arXiv:1910.02923(2019). Samuel Budd Emma C Robinson and Bernhard Kainz. 2019. A survey on active learning and human-in-the-loop deep learning for medical image analysis. arXiv preprint arXiv:1910.02923(2019).

3. Active Learning for Patch-Based Digital Pathology Using Convolutional Neural Networks to Reduce Annotation Costs

4. Unsupervised Visual Representation Learning by Context Prediction

5. Active deep learning: Improved training efficiency of convolutional neural networks for tissue classification in oral cavity cancer

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