mindspore/model_zoo/official/cv/srcnn/src/utils.py

# Copyright 2021 Huawei Technologies Co., Ltd
#
# 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.
# ============================================================================

import numpy as np

def convert_rgb_to_y(img):
    if isinstance(img, np.ndarray):
        return 16. + (64.738 * img[:, :, 0] + 129.057 * img[:, :, 1] + 25.064 * img[:, :, 2]) / 256.
    raise Exception('Unknown Type', type(img))

def convert_rgb_to_ycbcr(img):
    if isinstance(img, np.ndarray):
        y = 16. + (64.738 * img[:, :, 0] + 129.057 * img[:, :, 1] + 25.064 * img[:, :, 2]) / 256.
        cb = 128. + (-37.945 * img[:, :, 0] - 74.494 * img[:, :, 1] + 112.439 * img[:, :, 2]) / 256.
        cr = 128. + (112.439 * img[:, :, 0] - 94.154 * img[:, :, 1] - 18.285 * img[:, :, 2]) / 256.
        return np.array([y, cb, cr]).transpose([1, 2, 0])
    raise Exception('Unknown Type', type(img))

def convert_ycbcr_to_rgb(img):
    if isinstance(img, np.ndarray):
        r = 298.082 * img[:, :, 0] / 256. + 408.583 * img[:, :, 2] / 256. - 222.921
        g = 298.082 * img[:, :, 0] / 256. - 100.291 * img[:, :, 1] / 256. - 208.120 * img[:, :, 2] / 256. + 135.576
        b = 298.082 * img[:, :, 0] / 256. + 516.412 * img[:, :, 1] / 256. - 276.836
        return np.array([r, g, b]).transpose([1, 2, 0])
    raise Exception('Unknown Type', type(img))