TY - GEN
T1 - ConfusionLens
T2 - 35th Annual ACM Symposium on User Interface Software and Technology, UIST 2022
AU - Uwaseki, Keito
AU - Fujita, Kazuyuki
AU - Takashima, Kazuki
AU - Kitamura, Yoshifumi
N1 - Publisher Copyright:
© 2022 Owner/Author.
PY - 2022/10/29
Y1 - 2022/10/29
N2 - Building higher-quality image classification models requires better performance analysis (PA) methods to help understand their behaviors. We propose ConfusionLens, a dynamic and interactive visualization interface that augments a conventional confusion matrix with focus+context visualization. This interface makes it possible to adaptively provide relevant information for different kinds of PA tasks. Specifically, it allows users to seamlessly switch table layouts among three views (overall view, class-level view, and between-class view) while observing all of the instance images in a single screen. This paper presents a ConfusionLens prototype that supports hundreds of instances and its several extensions to further support practical PA tasks, such as activation map visualization and instance sorting/filtering.
AB - Building higher-quality image classification models requires better performance analysis (PA) methods to help understand their behaviors. We propose ConfusionLens, a dynamic and interactive visualization interface that augments a conventional confusion matrix with focus+context visualization. This interface makes it possible to adaptively provide relevant information for different kinds of PA tasks. Specifically, it allows users to seamlessly switch table layouts among three views (overall view, class-level view, and between-class view) while observing all of the instance images in a single screen. This paper presents a ConfusionLens prototype that supports hundreds of instances and its several extensions to further support practical PA tasks, such as activation map visualization and instance sorting/filtering.
KW - Confusion Matrices
KW - Image Classification
KW - Interactive Visualization
KW - Performance Analysis
KW - User Interface
UR - http://www.scopus.com/inward/record.url?scp=85141440261&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85141440261&partnerID=8YFLogxK
U2 - 10.1145/3526114.3558631
DO - 10.1145/3526114.3558631
M3 - Conference contribution
AN - SCOPUS:85141440261
T3 - UIST 2022 Adjunct - Adjunct Proceedings of the 35th Annual ACM Symposium on User Interface Software and Technology
BT - UIST 2022 Adjunct - Adjunct Proceedings of the 35th Annual ACM Symposium on User Interface Software and Technology
PB - Association for Computing Machinery, Inc
Y2 - 29 October 2022 through 2 November 2022
ER -