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Hello . I am commiting a change in the model.py file because in the new version of keras==2.4.0 there are some changes in keras so we can't import Layer from keras.engine so while importing the library mrcnn we get Atttribute error like "there is no attribute like Layer in keras.engine " so i get same error and i sloved it by importing Layer from tensorflow.keras.layers inplace of keras.engine and it works so i would request you to please commit this change so in future others will not face same issue as i face :)