Fred Hohman
Fred Hohman
Research Scientist, Apple
確認したメール アドレス: apple.com - ホームページ
タイトル
引用先
引用先
Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers
F Hohman, M Kahng, R Pienta, DH Chau
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2018
2612018
Keeping the Bad Guys Out: Protecting and Vaccinating Deep Learning with JPEG Compression
N Das, M Shanbhogue, ST Chen, F Hohman, L Chen, ME Kounavis, ...
arXiv preprint arXiv:1705.02900, 2017
1432017
Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression
N Das, M Shanbhogue, ST Chen, F Hohman, S Li, L Chen, ME Kounavis, ...
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge …, 2018
892018
Gamut: A Design Probe to Understand How Data Scientists Understand Machine Learning Models
F Hohman, A Head, R Caruana, R DeLine, SM Drucker
Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, 2019
762019
Summit: Scaling Deep Learning Interpretability by Visualizing Activation and Attribution Summarizations
F Hohman, H Park, C Robinson, DH Chau
IEEE Transactions on Visualization and Computer Graphics (TVCG) 26 (1), 1096 …, 2019
532019
A Deep Learning Approach for Population Estimation from Satellite Imagery
C Robinson, F Hohman, B Dilkina
Proceedings of the 1st ACM SIGSPATIAL Workshop on Geospatial Humanities, 47--54, 2017
372017
VIGOR: Interactive Visual Exploration of Graph Query Results
R Pienta, F Hohman, A Endert, A Tamersoy, K Roundy, C Gates, ...
IEEE Transactions on Visualization and Computer Graphics (TVCG) 24 (1), 215-225, 2018
332018
FairVis: Visual Analytics for Discovering Intersectional Bias in Machine Learning
ÁA Cabrera, W Epperson, F Hohman, M Kahng, J Morgenstern, DH Chau
IEEE Conference on Visual Analytics Science and Technology (VAST), 2019
292019
Managing Messes in Computational Notebooks
A Head, F Hohman, T Barik, SM Drucker, R DeLine
Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, 2019
272019
ShapeShop: Towards Understanding Deep Learning Representations via Interactive Experimentation
F Hohman, N Hodas, DH Chau
Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors …, 2017
212017
Visual Graph Query Construction and Refinement
R Pienta, F Hohman, A Tamersoy, A Endert, S Navathe, H Tong, DH Chau
Proceedings of the 2017 ACM International Conference on Management of Data …, 2017
202017
CNN explainer: Learning convolutional neural networks with interactive visualization
ZJ Wang, R Turko, O Shaikh, H Park, N Das, F Hohman, M Kahng, ...
IEEE Transactions on Visualization and Computer Graphics, 2020
132020
Understanding and Visualizing Data Iteration in Machine Learning
F Hohman, K Wongsuphasawat, MB Kery, K Patel
Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems …, 2020
102020
Interactive Classification for Deep Learning Interpretation
Á Cabrera, F Hohman, J Lin, DH Chau
Demo, Conference on Computer Vision and Pattern Recognition (CVPR), 2018
82018
CNN 101: Interactive Visual Learning for Convolutional Neural Networks
ZJ Wang, R Turko, O Shaikh, H Park, N Das, F Hohman, M Kahng, ...
Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing …, 2020
72020
Communicating with Interactive Articles
F Hohman, M Conlen, J Heer, DHP Chau
Distill 5 (9), e28, 2020
62020
TeleGam: Combining Visualization and Verbalization for Interpretable Machine Learning
F Hohman, A Srinivasan, SM Drucker
IEEE Conference on Visualization (VIS), 2019
62019
Scalable K-Core Decomposition for Static Graphs Using a Dynamic Graph Data Structure
A Tripathy, F Hohman, DH Chau, O Green
IEEE International Conference on Big Data, 2018
52018
Compression to the Rescue: Defending from Adversarial Attacks Across Modalities
N Das, M Shanbhogue, ST Chen, F Hohman, S Li, L Chen, ME Kounavis, ...
ACM KDD Project Showcase, 2018
52018
A Viz of Ice and Fire: Exploring Entertainment Video Using Color and Dialogue
F Hohman, S Soni, I Stewart, J Stasko
2nd Workshop on Visualization for the Digital Humanities at IEEE VIS, 2017
42017
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