import cv2 import numpy as np from pycocotools import mask as coco_mask from pytoshop import layers import pytoshop from pytoshop.enums import BlendMode from datetime import datetime def generate_random_color(): return np.random.randint(0, 256), np.random.randint(0, 256), np.random.randint(0, 256) def create_base_layer(image): rgba_image = cv2.cvtColor(image, cv2.COLOR_RGB2RGBA) return [rgba_image] def create_mask_layers(image, masks): layer_list = [] for result in masks: rle = result['segmentation'] mask = coco_mask.decode(rle).astype(np.uint8) rgba_image = cv2.cvtColor(image, cv2.COLOR_RGB2RGBA) rgba_image[..., 3] = cv2.bitwise_and(rgba_image[..., 3], rgba_image[..., 3], mask=mask) layer_list.append(rgba_image) return layer_list def create_mask_gallery(image, masks): mask_array_list = [] label_list = [] for index, result in enumerate(masks): rle = result['segmentation'] mask = coco_mask.decode(rle).astype(np.uint8) rgba_image = cv2.cvtColor(image, cv2.COLOR_RGB2RGBA) rgba_image[..., 3] = cv2.bitwise_and(rgba_image[..., 3], rgba_image[..., 3], mask=mask) mask_array_list.append(rgba_image) label_list.append(f'Part {index}') return [[img, label] for img, label in zip(mask_array_list, label_list)] def create_mask_combined_images(image, masks): final_result = np.zeros_like(image) for result in masks: rle = result['segmentation'] mask = coco_mask.decode(rle).astype(np.uint8) color = generate_random_color() colored_mask = np.zeros_like(image) colored_mask[mask == 1] = color final_result = cv2.addWeighted(final_result, 1, colored_mask, 0.5, 0) combined_image = cv2.addWeighted(image, 1, final_result, 0.5, 0) return [combined_image, "masked"] def insert_psd_layer(psd, image_data, layer_name, blending_mode): channel_data = [layers.ChannelImageData(image=image_data[:, :, i], compression=1) for i in range(4)] layer_record = layers.LayerRecord( channels={-1: channel_data[3], 0: channel_data[0], 1: channel_data[1], 2: channel_data[2]}, top=0, bottom=image_data.shape[0], left=0, right=image_data.shape[1], blend_mode=blending_mode, name=layer_name, opacity=255, ) psd.layer_and_mask_info.layer_info.layer_records.append(layer_record) return psd def save_psd(input_image_data, layer_data, layer_names, blending_modes): psd_file = pytoshop.core.PsdFile(num_channels=3, height=input_image_data.shape[0], width=input_image_data.shape[1]) for index, layer in enumerate(layer_data): psd_file = insert_psd_layer(psd_file, layer, layer_names[index], blending_modes[index]) timestamp = datetime.now().strftime("%m%d%H%M%S") with open(f"outputs/psd/result-{timestamp}.psd", 'wb') as output_file: psd_file.write(output_file) def save_psd_with_masks(image, masks): original_layer = create_base_layer(image) mask_layers = create_mask_layers(image, masks) names = [f'Part {i}' for i in range(len(mask_layers))] modes = [BlendMode.normal] * (len(mask_layers)+1) save_psd(image, original_layer+mask_layers, ['Original_Image']+names, modes)