keras+tensorflow actually can load the models saved in keras+cntk. The "save" and "load" functions are implemented in keras after all. I was confused before by another bug in my code (filename problem, Windows is not case sensitive, but shinapps web platform is Linux). My problem has been solved. Thanks.