DeepVID: Deep Visual Interpretation and Diagnosis for Image Classifiers via Knowledge Distillation
Deep Neural Networks (DNNs) have been extensively used in multiple disciplines due to
their superior performance. However, in most cases, DNNs are considered as black-boxes …
their superior performance. However, in most cases, DNNs are considered as black-boxes …
Sequential gallery for interactive visual design optimization
Visual design tasks often involve tuning many design parameters. For example, color
grading of a photograph involves many parameters, some of which non-expert users might …
grading of a photograph involves many parameters, some of which non-expert users might …
Sequential line search for efficient visual design optimization by crowds
Parameter tweaking is a common task in various design scenarios. For example, in color
enhancement of photographs, designers tweak multiple parameters such as" brightness" …
enhancement of photographs, designers tweak multiple parameters such as" brightness" …
BO as assistant: Using Bayesian optimization for asynchronously generating design suggestions
Many design tasks involve parameter adjustment, and designers often struggle to find
desirable parameter value combinations by manipulating sliders back and forth. For such a …
desirable parameter value combinations by manipulating sliders back and forth. For such a …
Evaluation of interactive machine learning systems
The evaluation of interactive machine learning systems remains a difficult task. These
systems learn from and adapt to the human, but at the same time, the human receives …
systems learn from and adapt to the human, but at the same time, the human receives …
Creative and progressive interior color design with eye-tracked user preference
Interior scene colorization is vastly demanded in areas such as personalized architecture
design. Existing works either require manual efforts to colorize individual objects or conform …
design. Existing works either require manual efforts to colorize individual objects or conform …
Color Field: Developing Professional Vision by Visualizing the Effects of Color Filters
Color filters are ubiquitous across visual digital media due to their transformative effect.
However, it can be difficult to understand how a color filter will affect an image, especially for …
However, it can be difficult to understand how a color filter will affect an image, especially for …
MARLUI: Multi-Agent Reinforcement Learning for Adaptive UIs
Adaptive user interfaces (UIs) automatically change an interface to better support users'
tasks. Recently, machine learning techniques have enabled the transition to more powerful …
tasks. Recently, machine learning techniques have enabled the transition to more powerful …
Continuous curve textures
Repetitive patterns are ubiquitous in natural and human-made objects, and can be created
with a variety of tools and methods. Manual authoring provides unmatched degree of …
with a variety of tools and methods. Manual authoring provides unmatched degree of …
MARLUI: Multi-Agent Reinforcement Learning for Adaptive Point-and-Click UIs
As the number of selectable items increases, point-and-click interfaces rapidly become
complex, leading to a decrease in usability. Adaptive user interfaces can reduce this …
complex, leading to a decrease in usability. Adaptive user interfaces can reduce this …