Related Experiment Video
Updated: Oct 3, 2025

14:38
Creating Objects and Object Categories for Studying Perception and Perceptual Learning
Published on: November 2, 2012
12.0K
Aesthetics++: Refining Graphic Designs by Exploring Design Principles and Human Preference
IEEE Transactions on Visualization and Computer Graphics
|February 15, 2022
Summary
This study introduces an automated graphic design tool that refines existing designs for better aesthetics. It uses design principles and a data-driven model to suggest visually improved versions, reducing manual effort.
Area of Science:
- Computer Science
- Human-Computer Interaction
- Artificial Intelligence
Background:
- Graphic design involves extensive manual effort in adjusting visual elements for aesthetic appeal.
- This process is often iterative, relying on user expertise and design knowledge.
Purpose of the Study:
- To develop an automated system for suggesting aesthetic improvements in graphic designs.
- To reduce the time and effort required for design refinement.
Main Methods:
- A two-stage approach: candidate generation guided by design principles and candidate evaluation using a data-driven ranking model.
- The system learns from human aesthetic preferences to select the best design refinements.
Main Results:
- A prototype system was implemented for presentation slides.
- Demonstrated effectiveness through quantitative analysis, sample outputs, and user studies.
Conclusions:
- The proposed method successfully automates aesthetic improvements in graphic design.
- The system alleviates the challenges of manual design refinement and enhances user experience.
Related Concept Videos
Design Consideration
348
Designing a structure involves a series of considerations, primarily the material's ultimate strength, calculated through tests that measure changes under increased force until the material reaches its breaking point or limit. The ultimate load, where the material breaks, is divided by its original cross-sectional area, resulting in the ultimate normal stress or strength. The ultimate shearing stress is another significant factor taken into account.
The factor of safety is another key...
The factor of safety is another key...
348
Gestalt Principles of Perception
587
Gestalt principles provide a framework for understanding how humans perceive objects as unified wholes within their context. These principles are essential in explaining the cognitive processes that make sense of complex visual stimuli by organizing them into coherent groups. One fundamental principle is proximity, which posits that objects located close to each other are perceived as a collective group. For instance, when dots are positioned near one another, the visual system interprets them...
587
Gestalt Psychology
966
Gestalt psychology, founded by Max Wertheimer, Kurt Koffka, and Wolfgang Kohler, emphasizes the importance of understanding perception as an organized whole. Developed as a counter to Wilhelm Wundt's structuralism, this approach posits that our perceptions are more than just the sum of sensory parts; they are comprehensive wholes where the relationships between parts define the perception. The principle "The whole is greater than the sum of its parts" encapsulates this view,...
966
Design Example
389
The innovation of touch-tone telephony revolutionized the telecommunications industry by replacing the traditional rotary dial with a dual-tone multi-frequency (DTMF) signaling system. This system uses a matrix-style keypad with buttons arranged in four rows and three columns, creating 12 distinct signals each assigned to a pair of frequencies. Each button press results in a simultaneous generation of two sinusoidal tones – one from a low-frequency group (697 to 941 Hz) and one from a...
389
Concepts and Prototypes
246
The human nervous system handles vast amounts of information by translating sensory stimuli into neural impulses, which the brain processes, creating thoughts expressed through language or stored as memories. The brain also synthesizes information from emotions and memories, which significantly influence thoughts and behaviors. This intricate process creates a comprehensive mental picture.
The brain organizes this information using concepts, which are mental categories grouping linguistic data,...
The brain organizes this information using concepts, which are mental categories grouping linguistic data,...
246
Design Example: Designing Water Slide
336
When designing a water slide, controlling the speed of water flow is crucial for rider safety while maintaining an exciting experience. As water flows down the slide, gravity causes it to accelerate, with its speed at the bottom depending on the height from which it starts. The higher the slide, the more potential energy the water has at the top, which is converted into kinetic energy as it descends, increasing its speed.
Bernoulli's principle determines the water's velocity along the...
Bernoulli's principle determines the water's velocity along the...
336

