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import numpy as np
import cv2
import os
annotator_ckpts_path = os.path.join(os.path.dirname(__file__), 'ckpts')
def HWC3(x):
assert x.dtype == np.uint8
if x.ndim == 2:
x = x[:, :, None]
assert x.ndim == 3
H, W, C = x.shape
assert C == 1 or C == 3 or C == 4
if C == 3:
return x
if C == 1:
return np.concatenate([x, x, x], axis=2)
if C == 4:
color = x[:, :, 0:3].astype(np.float32)
alpha = x[:, :, 3:4].astype(np.float32) / 255.0
y = color * alpha + 255.0 * (1.0 - alpha)
y = y.clip(0, 255).astype(np.uint8)
return y
def resize_image(input_image, resolution):
H, W, C = input_image.shape
# H, W 중 짧은 쪽을 resolution과 맞춤
if H > W:
k = resolution / W
W = resolution
H = int(H * k)
else:
k = resolution / H
H = resolution
W = int(W * k)
input_image = cv2.resize(input_image, (W, H), interpolation=cv2.INTER_CUBIC)
# resolution으로 center crop
start_w = (W - resolution) // 2
start_h = (H - resolution) // 2
img = input_image[start_h:start_h + resolution, start_w:start_w + resolution]
return img