Interpreting the Rhetoric of Visual Advertisements
IEEE Transactions on Pattern Analysis and Machine Intelligence
|October 22, 2019
Summary
This study introduces a new dataset and methods for analyzing persuasive visual advertisements. It decodes ad messages using multimodal cues, advancing computer vision for advertising effectiveness.
Area of Science:
- Computer Vision
- Artificial Intelligence
- Marketing Science
Background:
- Visual media possess significant persuasive power, yet traditional computer vision models overlook this aspect.
- Understanding the persuasive messages in visual advertisements is crucial for marketing and communication research.
Purpose of the Study:
- To develop a comprehensive dataset and novel techniques for analyzing the persuasive elements within visual advertisements.
- To enable progress in understanding and decoding the messages conveyed by image and video ads.
Main Methods:
- Creation of a large-scale dataset (64,832 image ads, 3,477 video ads) annotated with ad characteristics.
- Development of multimodal methods utilizing both visuals and slogans for ad analysis.
- Spatial and temporal analysis to identify poignant content in ads.
- Examination of creative story construction, including climax prediction in videos and metaphorical object transformations in images.
Main Results:
- The study provides a rich dataset for advancing research in visual advertising analysis.
- Developed methods demonstrate effectiveness in analyzing ad content using multimodal cues.
- Insights into creative strategies, such as metaphorical depictions and narrative structures, are gained.
Conclusions:
- This work bridges the gap between computer vision and the persuasive nature of visual advertisements.
- The proposed dataset and methods offer a foundation for future research in computational advertising and marketing.
- Enables a deeper understanding of how visual ads construct messages and influence viewers.
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