# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # This code is based on https://github.com/kkanshul/Hide-and-Seek import numpy as np import random class HideAndSeek(object): def __init__(self): # possible grid size, 0 means no hiding self.grid_sizes = [0, 16, 32, 44, 56] # hiding probability self.hide_prob = 0.5 def __call__(self, img): # randomly choose one grid size grid_size = np.random.choice(self.grid_sizes) _, h, w = img.shape # hide the patches if grid_size == 0: return img for x in range(0, w, grid_size): for y in range(0, h, grid_size): x_end = min(w, x + grid_size) y_end = min(h, y + grid_size) if (random.random() <= self.hide_prob): img[:, x:x_end, y:y_end] = 0 return img