Which of the following most accurately defines the term “Shallow Fakes”?
(a) Media content altered manually using basic, readily available tools—requiring minimal effort, expertise, or technology.
(b) Digitally generated visuals, such as images or videos, created entirely by artificial intelligence algorithms.
(c) Specially crafted synthetic media developed using neural networks and advanced machine learning techniques.
(d) Randomly generated visual content created through mathematical transformations without specific contextual input.

Question

Which of the following most accurately defines the term &ldquo;Shallow Fakes&rdquo;?
(a) Media content altered manually using basic, readily available tools&mdash;requiring minimal effort, expertise, or technology.
(b) Digitally generated visuals, such as images or videos, created entirely by artificial intelligence algorithms.
(c) Specially crafted synthetic media developed using neural networks and advanced machine learning techniques.
(d) Randomly generated visual content created through mathematical transformations without specific contextual input.

ONLiNE UPSC · Accepted Answer

Shallow fakes refer to manipulated media typically images or videos created using simple, non-AI tools such as:

	Basic video editing software
	Cropping or mislabeling
	Speed changes or out-of-context cuts
	Re-captioning or simple overlays

Unlike deep fakes, which use sophisticated AI and machine learning (ML) techniques like GANs (Generative Adversarial Networks) to convincingly alter or generate media, shallow fakes rely on conventional, manual editing techniques and are often used for disinformation and misleading content.
Other Incorrect options:
Option(b): It refers to deep fakes, not shallow fakes.
Option (c): It refers to AI-generated content, which is not the defining feature of shallow fakes.
Option (d): It describes a theoretical or mathematical concept, not relevant to how shallow fakes are actually created.

Technology

Deepfake Technology

Website Link

Test Your Knowledge

Student Resources


M Question 1	⏱ 0
Which of the following most accurately defines the term “Shallow Fakes”? (a) Media content altered manually using basic, readily available tools—requiring minimal effort, expertise, or technology. (b) Digitally generated visuals, such as images or videos, created entirely by artificial intelligence algorithms. (c) Specially crafted synthetic media developed using neural networks and advanced machine learning techniques. (d) Randomly generated visual content created through mathematical transformations without specific contextual input.