The videos in our dataset are named as: RGB_actionname_subjectname_groupnum.avi or D_actionname_subjectname_groupnum.avi In order to provide a standard experimental setting, we formally defined two evaluation protocols, including cross-group (CG) and cross-subject (CS) settings. In the CG setting, considering each subject performed each action for 3 times, we divided the videos samples into 3 groups(according to the names of the videos), where a group was for training and the rest for testing. In the CS setting, we separated the 8 subjects into 4 splits and used samples from 3 splits for training and the other for testing. splits1: cgy, cwx splits2: fjw, gs splits3: lhh, lzy splits4: tys, wyy