Self-supervised learning for medical image analysis using image context restoration.

•A novel self-supervised learning strategy called context restoration.•It improves the subsequent learning performance.•Its implementation is simple and straightforward.•It is useful for different types of subsequent tasks, including classification, detection, and segmentation.