
Fuzzy Logic and Deep Learning for Brand Attention: A Consumer-Centric Approach to Product Packaging Design
Author(s) -
Heng Wu
Publication year - 2025
Publication title -
ieee access
Language(s) - English
Resource type - Magazines
SCImago Journal Rank - 0.587
H-Index - 127
eISSN - 2169-3536
DOI - 10.1109/access.2025.3596858
Subject(s) - aerospace , bioengineering , communication, networking and broadcast technologies , components, circuits, devices and systems , computing and processing , engineered materials, dielectrics and plasmas , engineering profession , fields, waves and electromagnetics , general topics for engineers , geoscience , nuclear engineering , photonics and electrooptics , power, energy and industry applications , robotics and control systems , signal processing and analysis , transportation
In the competitive world of today, brands cannot find an effective way of designing a package that attracts attention without considering the jungle that consumer preferences are. The problem with existing techniques is that they are incapable of adequately assessing subjective responses, and much to the dismay of designers, they are incapable of adjudicating between competing priorities, e.g. eye candy versus environmental friendliness. The three smart technologies compiled in our solution are Dempster-Shafer Fuzzy Sets to address the answers given, encouraging including the type "I kinda like it", AI vision analysis to immediately rate the designs, and MACROS ranking to come up with the most having the ideal middle-ground when features are conflicting. A test with 2,100 actual shoppers showed game-changing results: designs in our system got a 32 percent higher score in recall tests, elicited 25 percent more smiles and hit the sweet spot between what looks good (70 percent) and what is green (30 percent). Better still, with our tool, brands would be able to sanction final designs 4 times faster. It is not mere theory and we have developed the art of packaging into a science which puts an upper hand to the companies once on the venture in the crowded aisles of stores.
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