Cross-modality deep feature learning for brain tumor segmentation

•A novel cross-modality deep feature learning framework for brain tumor segmentation.•A novel idea to learn useful feature representations from the knowledge transition across different modality data.•Experiments show that our method can effectively improve the brain tumor segmentation performance when compared with the baseline methods and the state-of-the-art methods.