A benchmark dataset bcSR is constructed; it contains 1200 images with a large pixel-mean difference of RGB channels. The dataset makes SR models focus on a wider range of regions. Moreover, it does not only provide reliable data for SR tasks of breast cancer pathology images but is also used as input for general regression tasks, such as cancer region detection.