Semi-supervised Learning using Robust Loss

no code implementations • 3 Mar 2022 • Wenhui Cui, Haleh Akrami, Anand A. Joshi, Richard M. Leahy

The amount of manually labeled data is limited in medical applications, so semi-supervised learning and automatic labeling strategies can be an asset for training deep neural networks.

Image Classification

Semi-Supervised Brain Lesion Segmentation with an Adapted Mean Teacher Model

no code implementations • 4 Mar 2019 • Wenhui Cui, Yanlin Liu, Yuxing Li, Menghao Guo, Yiming Li, Xiuli Li, Tianle Wang, Xiangzhu Zeng, Chuyang Ye

Since unannotated data is generally abundant, it is desirable to use unannotated data to improve the segmentation performance for CNNs when limited annotated data is available.

Image Classification Ischemic Stroke Lesion Segmentation +1