Tensor ring with alternative change mask for multitemporal hyperspectral image change detection

•The proposed method, TRACM-CD leverages tensor ring to extract temporal-symmetric features in multitemporal HSIs.•It also uses alternative change masks to constrain change representation and improve detection accuracy.•Experiments on four data sets show that TRACM-CD outperforms several classic and new change detection methods.