Overview of Image Inpainting and Forensic Technology

Table 7

Advantages and disadvantages of various detection methods.

Methods			Advantages	Disadvantages
Traditional forensic method	Image generation feature-based forensics		Mature technology and interpretable features	Dependence on specific Features; weak universality
	Image operation feature-based forensics	Single operation forensics	Pay attention to the local information of the image	Dependent on specific features
		Multioperation forensics	Learning local information of image	Weak universality and insufficient robustness
Deep learning-based forensics		Deep neural network-based forensics	Large amount of data; more learning information and high accuracy	Dependence on distributed datasets and unknown types have a great impact on performance
		GAN-based forensics	Focus on GAN fingerprint information; high accuracy	Strong data dependence; poor interpretability