DeepVID: Deep Visual Interpretation and Diagnosis for Image Classifiers via Knowledge Distillation

J Wang, L Gou, W Zhang, H Yang… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
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 …

Sequential gallery for interactive visual design optimization

Y Koyama, I Sato, M Goto - ACM Transactions on Graphics (TOG), 2020 - dl.acm.org
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 …

Sequential line search for efficient visual design optimization by crowds

Y Koyama, I Sato, D Sakamoto, T Igarashi - ACM Transactions on …, 2017 - dl.acm.org
Parameter tweaking is a common task in various design scenarios. For example, in color
enhancement of photographs, designers tweak multiple parameters such as" brightness" …

BO as assistant: Using Bayesian optimization for asynchronously generating design suggestions

Y Koyama, M Goto - Proceedings of the 35th Annual ACM Symposium on …, 2022 - dl.acm.org
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 …

Evaluation of interactive machine learning systems

N Boukhelifa, A Bezerianos, E Lutton - Human and machine learning …, 2018 - Springer
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 …

Creative and progressive interior color design with eye-tracked user preference

S Guo, Y Shi, P Xiao, Y Fu, J Lin, W Zeng… - ACM transactions on …, 2023 - dl.acm.org
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 …

Color Field: Developing Professional Vision by Visualizing the Effects of Color Filters

MT Beaudouin-Lafon, JL E, H Xia - Proceedings of the 36th Annual ACM …, 2023 - dl.acm.org
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 …

MARLUI: Multi-Agent Reinforcement Learning for Adaptive UIs

T Langerak, S Christen, M Albaba, C Gebhardt… - arXiv preprint arXiv …, 2022 - arxiv.org
Adaptive user interfaces (UIs) automatically change an interface to better support users'
tasks. Recently, machine learning techniques have enabled the transition to more powerful …

Continuous curve textures

P Tu, LY Wei, K Yatani, T Igarashi… - ACM Transactions on …, 2020 - dl.acm.org
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 …

MARLUI: Multi-Agent Reinforcement Learning for Adaptive Point-and-Click UIs

T Langerak, S Christen, M Albaba, C Gebhardt… - Proceedings of the …, 2024 - dl.acm.org
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 …