AI-Empowered Persuasive Video Generation: A Survey

12/17/2021
by   Chang Liu, et al.
0

Promotional videos are rapidly becoming a popular medium for persuading people to change their behaviours in many settings (e.g., online shopping, social enterprise initiatives). Today, such videos are often produced by professionals, which is a time-, labour- and cost-intensive undertaking. In order to produce such contents to support a large applications (e.g., e-commerce), the field of artificial intelligence (AI)-empowered persuasive video generation (AIPVG) has gained traction in recent years. This field is interdisciplinary in nature, which makes it challenging for new researchers to grasp. Currently, there is no comprehensive survey of AIPVG available. In this paper, we bridge this gap by reviewing key AI techniques that can be utilized to automatically generate persuasive videos. We offer a first-of-its-kind taxonomy which divides AIPVG into three major steps: 1) visual material understanding, which extracts information from the visual materials (VMs) relevant to the target of promotion; 2) visual storyline generation, which shortlists and arranges high-quality VMs into a sequence in order to compose a storyline with persuasive power; and 3) post-production, which involves background music generation and still image animation to enhance viewing experience. We also introduce the evaluation metrics and datasets commonly adopted in the field of AIPVG. We analyze the advantages and disadvantages of the existing works belonging to the above-mentioned steps, and discuss interesting potential future research directions.

READ FULL TEXT

page 18

page 19

research
10/25/2022

A Survey on Artificial Intelligence for Music Generation: Agents, Domains and Perspectives

Music is one of the Gardner's intelligences in his theory of multiple in...
research
08/30/2019

Generating Persuasive Visual Storylines for Promotional Videos

Video contents have become a critical tool for promoting products in E-c...
research
03/07/2023

A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT

Recently, ChatGPT, along with DALL-E-2 and Codex,has been gaining signif...
research
01/10/2023

AI-Based Affective Music Generation Systems: A Review of Methods, and Challenges

Music is a powerful medium for altering the emotional state of the liste...
research
01/14/2023

Recent advances in artificial intelligence for retrosynthesis

Retrosynthesis is the cornerstone of organic chemistry, providing chemis...
research
09/13/2018

Adversarial Examples: Opportunities and Challenges

With the advent of the era of artificial intelligence(AI), deep neural n...
research
08/22/2018

The Gap of Semantic Parsing: A Survey on Automatic Math Word Problem Solvers

Automatically solving mathematical word problems (MWPs) is challenging, ...

Please sign up or login with your details

Forgot password? Click here to reset