Search Results for author: Fu-Der Chen

Found 1 papers, 1 papers with code

Self-supervised driven consistency training for annotation efficient histopathology image analysis

2 code implementations7 Feb 2021 Chetan L. Srinidhi, Seung Wook Kim, Fu-Der Chen, Anne L. Martel

In this work, we overcome this challenge by leveraging both task-agnostic and task-specific unlabeled data based on two novel strategies: i) a self-supervised pretext task that harnesses the underlying multi-resolution contextual cues in histology whole-slide images to learn a powerful supervisory signal for unsupervised representation learning; ii) a new teacher-student semi-supervised consistency paradigm that learns to effectively transfer the pretrained representations to downstream tasks based on prediction consistency with the task-specific un-labeled data.

Histopathological Image Classification Representation Learning +1

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