Causality in Vision

Grounded, Controllable and Debiased Image Completion With Lexical Semantics

Shengyu Zhang,

Tan Jiang,

Qinghao Huang,

Ziqi Tan,

Kun Kuang,

Zhou Zhao,

Siliang Tang,

Jin Yu,

Hongxia Yang,

Yi Yang,

Fei Wu

[pdf]

[bibtex]

@InProceedings{Zhang_2021_CVPR, author = {Zhang, Shengyu and Jiang, Tan and Huang, Qinghao and Tan, Ziqi and Kuang, Kun and Zhao, Zhou and Tang, Siliang and Yu, Jin and Yang, Hongxia and Yang, Yi and Wu, Fei}, title = {Grounded, Controllable and Debiased Image Completion With Lexical Semantics}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1748-1751} }

Instance-Wise Causal Feature Selection for Model Interpretation

Pranoy Panda,

Sai Srinivas Kancheti,

Vineeth N Balasubramanian

[pdf] [arXiv]

[bibtex]

@InProceedings{Panda_2021_CVPR, author = {Panda, Pranoy and Kancheti, Sai Srinivas and Balasubramanian, Vineeth N}, title = {Instance-Wise Causal Feature Selection for Model Interpretation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1756-1759} }

Shadow-Mapping for Unsupervised Neural Causal Discovery

Matthew J. Vowels,

Necati Cihan Camgoz,

Richard Bowden

[pdf] [arXiv]

[bibtex]

@InProceedings{Vowels_2021_CVPR, author = {Vowels, Matthew J. and Camgoz, Necati Cihan and Bowden, Richard}, title = {Shadow-Mapping for Unsupervised Neural Causal Discovery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1740-1743} }

DeVLBert: Out-of-Distribution Visio-Linguistic Pretraining With Causality

Shengyu Zhang,

Tan Jiang,

Tan Wang,

Kun Kuang,

Zhou Zhao,

Jianke Zhu,

Jin Yu,

Hongxia Yang,

Fei Wu

[pdf]

[bibtex]

@InProceedings{Zhang_2021_CVPR, author = {Zhang, Shengyu and Jiang, Tan and Wang, Tan and Kuang, Kun and Zhao, Zhou and Zhu, Jianke and Yu, Jin and Yang, Hongxia and Wu, Fei}, title = {DeVLBert: Out-of-Distribution Visio-Linguistic Pretraining With Causality}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1744-1747} }

Learning Contextual Causality Between Daily Events From Time-Consecutive Images

Hongming Zhang,

Yintong Huo,

Xinran Zhao,

Yangqiu Song,

Dan Roth

[pdf]

[bibtex]

@InProceedings{Zhang_2021_CVPR, author = {Zhang, Hongming and Huo, Yintong and Zhao, Xinran and Song, Yangqiu and Roth, Dan}, title = {Learning Contextual Causality Between Daily Events From Time-Consecutive Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1752-1755} }