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HomeWeb Front-endPS TutorialAdvanced Photoshop Tutorial: Master Retouching & Compositing

Photoshop's advanced photo editing and synthesis technologies include: 1. Use layers, masks and adjustment layers for basic operations; 2. Use image pixel values ​​to achieve photo editing effects; 3. Use multiple layers and masks for complex synthesis; 4. Use the "liquefaction" tool to adjust facial features; 5. Use the "frequency separation" technology for delicate photo editing, which can improve image processing level and achieve professional-level effects.

introduction

In the world of digital image processing, Photoshop is the king. Whether you are a professional photographer or a new design enthusiast, mastering the advanced skills of Photoshop can make your work stand out from the crowd. This article will take you into in-depth discussion of Photoshop's advanced photo editing and synthesis technology, helping you improve your image processing level. By reading this article, you will learn how to use Photoshop's advanced tools and features to perform professional image modification and complex image synthesis.

Review of basic knowledge

Before diving into advanced techniques, let's review some of the basics of Photoshop. Photoshop provides rich tools and functions, such as layers, masks, adjustment layers, etc., which are the basis for advanced photo editing and synthesis. Layers help us separate different parts of an image for editing and adjustments individually, while masks allow us to precisely control which parts will be edited. The adjustment layer provides a non-destructive way to adjust the color and brightness of the image.

Core concept or function analysis

Definition and function of photo editing and synthesis

Retouching refers to modifying and enhancing an image to make it look more beautiful or conform to a specific visual effect. This includes removing imperfections, adjusting skin tone, enhancing details, and more. Compositing is to combine multiple image elements together to create a new image or scene. Advanced photo editing and synthesis not only improves the quality of images, but also allows creators to achieve more complex and creative visual effects.

Photo editing and synthesis are widely used in commercial advertising, film post-production and artistic creation. They not only enhance the aesthetics of images, but also convey specific emotions and messages.

How it works

The core of image editing and synthesis lies in precise control and adjustment of images. Let's take a look at a simple photo editing example:

 import numpy as np
from PIL import Image

# Open image img = Image.open('input.jpg')
img_array = np.array(img)

# Adjust brightness brightness_factor = 1.1
img_array = np.clip(img_array * brightness_factor, 0, 255).astype(np.uint8)

# Save image Image.fromarray(img_array).save('output.jpg')

This example shows how to perform simple editing by adjusting the brightness of an image. By operating on image pixel values, we can achieve various photo editing effects.

The working principle of synthesis is more complex, usually involving the operation of multiple layers and the use of masks. Here is a simple synthesis example:

 import numpy as np
from PIL import Image

# Open background image background = Image.open('background.jpg').convert('RGBA')
background_array = np.array(background)

# Open foreground image foreground = Image.open('foreground.png').convert('RGBA')
foreground_array = np.array(foreground)

# Synthesized image result = np.where(foreground_array[..., 3:] == 255, foreground_array, background_array)

# Save the composite image Image.fromarray(result).save('composite.jpg')

In this example, we create a new image by synthesising the foreground image with the background image. The transparency of the foreground image (alpha channel) determines which parts will be synthesized into the background image.

Example of usage

Basic usage

Let's look at a simple photo editing example, using Photoshop's "Liquefaction" tool to adjust facial features:

 import cv2
import numpy as np

# Read image img = cv2.imread('face.jpg')

# Define the liquefaction function def liquidify(img, points):
    h, w = img.shape[:2]
    mask = np.zeros((h, w), dtype=np.uint8)
    for x, y in points:
        cv2.circle(mask, (x, y), 50, 255, -1)
    result = cv2.seamlessClone(img, img, mask, (w//2, h//2), cv2.NORMAL_CLONE)
    return result

# Define points to adjust = [(100, 100), (200, 200)]

# Apply liquefaction effect result = liquidify(img, points)

# Save the result cv2.imwrite('liquiified_face.jpg', result)

In this example, we use OpenCV's seamlessClone function to simulate the liquefaction effect of Photoshop, changing facial features by defining adjustment points.

Advanced Usage

Next, let's look at a more complex synthesis example, using Photoshop's "frequency separation" technology for advanced photo editing:

 import numpy as np
from PIL import Image
from scipy.signal import gaussian, convolve2d

# Open image img = Image.open('portrait.jpg').convert('RGB')
img_array = np.array(img)

# Define the Gaussian fuzzy function def gaussian_blur(img, sigma):
    kernel = gaussian(3, sigma).reshape(3, 1)
    return convolve2d(img, kernel, mode='same', boundary='symm')

# Frequency separation low_freq = gaussian_blur(img_array, 5)
high_freq = img_array - low_freq

# Adjust low frequency layer low_freq_adjusted = low_freq * 1.1

# Merge frequency layer result = low_freq_adjusted high_freq
result = np.clip(result, 0, 255).astype(np.uint8)

# Save the result Image.fromarray(result).save('frequency_separated.jpg')

In this example, we divide the image into low-frequency and high-frequency layers through frequency separation technology and adjust it separately to achieve a more delicate image editing effect.

Common Errors and Debugging Tips

Common mistakes when doing advanced photo editing and synthesis include:

  • Over-retweeting: Over-adjusting the image may lead to unnatural effects. To avoid this problem, you can use the adjustment layer for non-destructive editing and often view the comparison before and after adjustments.
  • Mask Error: When synthesis, if the mask is used improperly, it may cause unnatural edges or loss of image details. This problem can be solved by adjusting the feathering and transparency of the mask.
  • Performance issues: Photoshop can get very slow when working with large images. Performance can be optimized by using a combination of smart objects and adjustment layers.

Performance optimization and best practices

In practical applications, optimizing the use of Photoshop can greatly improve work efficiency. Here are some optimization suggestions:

  • Use Adjustment Layers and Smart Objects: Adjustment Layers can make your edits more flexible, while Smart Objects can reduce memory usage during image processing.
  • Batch: For tasks that require processing large numbers of images, you can use Photoshop's actions and batch functions to automate your workflow.
  • Plugins and scripts: Plugins and scripts from Photoshop can extend their capabilities and improve work efficiency. For example, you can use Python scripts to automate some repetitive tasks.

When writing code, it is also very important to keep the code readable and maintained. Here are some best practices:

  • Comment code: Add detailed comments to the code to explain the role and principles of each step.
  • Modular code: divide the code into different functions or modules to improve the reusability and maintainability of the code.
  • Testing and debugging: Before releasing the code, conduct sufficient testing and debugging to ensure the correctness and stability of the code.

By mastering these advanced techniques and best practices, you will be able to achieve more complex and professional image editing and synthesis effects in Photoshop. Hopefully this article will bring new inspiration and help to your image processing journey.

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