A deep metric learning approach for histopathological image retrieval

•We first apply deep metric learning to histopathological image retrieval tasks.•The proposed method derives semantically reasonable similarity metric for histopathological images.•The proposed method achieves the best retrieval results on the public dataset Kimia Path24.•The proposed method outperforms the attention-based ensemble model with less computation consumption.•The proposed method works well with limited training data.