NCA-GENM Question 34
Single answerA company is exploring emerging multimodal trends to develop an AI system capable of generating marketing videos based on textual descriptions provided by a user. Which technology or approach is most relevant for achieving this functionality?
- A
Text-to-Speech (TTS) models
- B
Text-to-3D generation models
- C
Diffusion-based Text-to-Video models
- D
Speech-to-Text transcription models
Show answer and explanation
Correct answer: C
Explanation
Diffusion-based Text-to-Video models are an emerging trend in multimodal AI that enables the generation of dynamic video content from textual descriptions. These models use advanced generative techniques, such as diffusion processes, to synthesize video data, making them an ideal choice for applications like marketing video creation. The other options focus on unrelated modalities or tasks (e.g., audio generation or transcription) and do not address the specific need for text-driven video generation.
- A. Incorrect.
Text-to-Speech (TTS) models focus on converting text into audio or spoken words, which is not directly applicable to generating videos from text descriptions.
- B. Incorrect.
Text-to-3D generation models create 3D assets or objects from text prompts, which is useful for 3D design but does not address video creation.
- C. Correct.
Diffusion-based Text-to-Video models are emerging technologies that leverage diffusion processes to generate videos from textual descriptions, making them highly relevant to the scenario.
- D. Incorrect.
Speech-to-Text transcription models convert spoken audio into text, which is unrelated to generating videos from text inputs.