Designing Explanations for Roles Beyond Calibrating Trust and Reliance in AI-Powered Clinical Decision-Support Tools
Morrison, K.,
Li, Z.,
Hong, M.,
Kraisangka, J.,
Fauvel, C.,
Correa-Jaque, P.,
Vanderpool, R.,
Lin, S.,
Sahey, S.,
Everett, A.,
Kanwar, M.,
Benza, R.,
and Perer, A.
@article{xu2024medsyn,bibtex_show={true},abbr={Conference Paper},title={MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images},author={Xu, Y. and Sun, L. and Peng, W. and Jia, S. and Morrison, K. and Perer, A. and Zandifar, A. and Visweswaran, S. and Eslami, M. and Batmanghelich, K.},journal={IEEE Transactions on Medical Imaging},year={2024},html={https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10566053}}
Abstract & Poster
Designing and Understanding What-if Explanations in an Interactive Clinical Decision-Support Tool for Pulmonary Hypertension Outcome Risk Assessment and Treatment Guidance
Morrison, K.,
Li, Z.,
Han, J.,
Fauvel, C.,
Correa-Jaque, P.,
Vanderpool, R.,
Liu, Y.,
Lin, S.,
Perer, A.,
Everett, A.,
Kanwar, M.,
and Benza, R.
Pulmonary Vascular Research Institute 2024 Annual Congress
2024
@article{morrison2023pvri,bibtex_show={true},abbr={Abstract & Poster},title={Designing and Understanding What-if Explanations in an Interactive Clinical Decision-Support Tool for Pulmonary Hypertension Outcome Risk Assessment and Treatment Guidance},author={Morrison, K. and Li, Z. and Han, S. Kraisangka, J. and Fauvel, C. and Correa-Jaque, P. and Vanderpool, R. and Liu, Y. and Lin, S. and Perer, A. and Everett, A. and Kanwar, M. and Benza, R.},journal={Pulmonary Vascular Research Institute 2024 Annual Congress},year={2024},pdf={PVRI-CMU-2024.pdf}}
Conference Paper
AI-Powered Reminders for Collaborative Tasks: Experiences and Futures
Morrison, K.,
Iqbal, S.,
and Horvitz, E.
In ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW)
2024
@inproceedings{morrison2023viva,bibtex_show={true},abbr={Conference Paper},title={AI-Powered Reminders for Collaborative Tasks: Experiences and Futures},author={Morrison, K. and Iqbal, S. and Horvitz, E.},booktitle={ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW)},year={2024}}
Workshop Paper
Imperfect Natural Language Explanations in Human-AI Decision-Making
Morrison, K.,
Spitzer, P.,
Turri, V.,
Feng, M.,
Kühl, N.,
and Perer, A.
@article{morrison2024trew,bibtex_show={true},abbr={Workshop Paper},title={Imperfect Natural Language Explanations in Human-AI Decision-Making},author={Morrison, K. and Spitzer, P. and Turri, V. and Feng, M. and Kühl, N. and Perer, A.},journal={TREW Workshop at ACM CHI 2024},year={2024},pdf={24_Chi_Trew_ImperfectXAI.pdf}}
Conference Paper
The Impact of Imperfect XAI on Human-AI Decision-Making
Morrison, K.,
Spitzer, P.,
Turri, V.,
Feng, M.,
Kühl, N.,
and Perer, A.
ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW)
2024
@article{morrison2023imperfectxai,bibtex_show={true},abbr={Conference Paper},title={The Impact of Imperfect XAI on Human-AI Decision-Making},author={Morrison, K. and Spitzer, P. and Turri, V. and Feng, M. and Kühl, N. and Perer, A.},journal={ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW)},year={2024},html={https://arxiv.org/pdf/2307.13566.pdf},pdf={communication_talk_2023.pdf},selected={true}}
Conference Paper
Transparency in the Wild: Navigating Transparency in a Deployed AI System to Broaden Need-Finding Approaches
Turri, V.,
Morrison, K.,
Robinson, K.,
Abidi, C.,
Forlizzi, J.,
Perer, A.,
and Dzombak, R.
ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT)
2024
@article{turri2024transparency,bibtex_show={true},abbr={Conference Paper},title={Transparency in the Wild: Navigating Transparency in a Deployed AI System to Broaden Need-Finding Approaches},author={Turri, V. and Morrison, K. and Robinson, K. and Abidi, C. and Forlizzi, J. and Perer, A. and Dzombak, R.},journal={ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT)},year={2024},pdf={}}
2023
Conference Paper
Evaluating the Impact of Human Explanation Strategies on Human-AI Visual Decision-Making
Morrison, K.,
Shin, D.,
Holstein, K.,
and Perer, A.
In ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW)
2023
@inproceedings{morrison2023explanations,bibtex_show={true},abbr={Conference Paper},title={Evaluating the Impact of Human Explanation Strategies on Human-AI Visual Decision-Making},author={Morrison, K. and Shin, D. and Holstein, K. and Perer, A.},booktitle={ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW)},year={2023},pdf={23_cscw_explanation_characteristics.pdf},selected={true}}
Conference Paper
Eye into AI: Evaluating the Interpretability of Explainable AI
Techniques through a Game With a Purpose
Morrison, K.,
Jain, M.,
Hammer, J.,
and Perer, A.
In ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW)
2023
@inproceedings{morrison2023eyeintoai,bibtex_show={true},abbr={Conference Paper},title={Eye into AI: Evaluating the Interpretability of Explainable AI
Techniques through a Game With a Purpose},author={Morrison, K. and Jain, M. and Hammer, J. and Perer, A.},booktitle={ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW)},year={2023},pdf={23_cscw_eye_into_AI_study_updated.pdf}}
Workshop Paper
Shared Interest...Sometimes: Understanding the Alignment between Human Perception, Vision Architectures, and Saliency Map Techniques
Morrison, K.,
Mehra, A.,
and Perer, A.
XAI4CV at the 2023 Conference on Computer Vision and Pattern Recognition
2023
@article{morrison2023sharedsometimes,bibtex_show={true},abbr={Workshop Paper},title={Shared Interest...Sometimes: Understanding the Alignment between Human Perception, Vision Architectures, and Saliency Map Techniques},author={Morrison, K. and Mehra, A. and Perer, A.},journal={XAI4CV at the 2023 Conference on Computer Vision and Pattern Recognition},pdf={23_XAI4CV_cvpr.pdf},year={2023}}
2022
Workshop Paper
Towards Generating Human-Centered Saliency Maps without Sacrificing Accuracy
Aswal, V.,
Kao, G.,
Kim, S. Y.,
and Morrison, K.
NeuroVision2022: What can computer vision learn from visual neuroscience? Workshop at CVPR
2022
@article{morrison2022saliency,bibtex_show={true},abbr={Workshop Paper},title={Towards Generating Human-Centered Saliency Maps without Sacrificing Accuracy},author={Aswal, V. and Kao, G. and Kim, S. Y. and Morrison, K.},journal={NeuroVision2022: What can computer vision learn from visual neuroscience? Workshop at CVPR},year={2022},url={#},html={http://katelyn98.github.io/blog/2022/vlr-project/},pdf={19_CameraReady_CVPR2022_NeuroVision_SHORT_CameraReady.pdf},slides={CVPR_Lightning_Talk.pdf}}
2021
Workshop Paper
Exploring Corruption Robustness: Inductive Biases in Vision Transformers and MLP-Mixers
Morrison, K.,
Gilby, B.,
Lipchak, C.,
Mattioli, A.,
and Kovashka, A.
Uncertainty and Robustness in Deep Learning Workshop at ICML
2021
@article{morrison2021exploring,bibtex_show={true},abbr={Workshop Paper},title={Exploring Corruption Robustness: Inductive Biases in Vision Transformers and MLP-Mixers},author={Morrison, K. and Gilby, B. and Lipchak, C. and Mattioli, A. and Kovashka, A.},journal={Uncertainty and Robustness in Deep Learning Workshop at ICML},year={2021},url={https://arxiv.org/abs/2106.13122},html={https://arxiv.org/abs/2106.13122},pdf={exploring_corruption.pdf},code={https://github.com/katelyn98/CorruptionRobustness}}
2020
Workshop Paper
Using Object Tracking Techniques to Non-Invasively Measure Thoracic Rotation Range of Motion
Morrison, K.,
Yates, D.,
Roman, M.,
and Clark, W. W.
In Companion Publication of the 2020 International Conference on Multimodal Interaction
2020
@inproceedings{morrison2020using,bibtex_show={true},abbr={Workshop Paper},title={Using Object Tracking Techniques to Non-Invasively Measure Thoracic Rotation Range of Motion},author={Morrison, K. and Yates, D. and Roman, M. and Clark, W. W.},booktitle={Companion Publication of the 2020 International Conference on Multimodal Interaction},pages={150--155},year={2020},url={https://dl.acm.org/doi/abs/10.1145/3395035.3425189},code={https://github.com/katelyn98/CalcTorso-OpenCV},html={https://dl.acm.org/doi/abs/10.1145/3395035.3425189},pdf={Using_Object_Tracking_Techniques_to_Non_Invasively_Measure_Thoracic_Rotation_Range_of_Motion.pdf}}
Workshop Paper
Reducing Discrimination in Learning Algorithms for Social Good in Sociotechnical Systems
@article{morrison2020reducing,bibtex_show={true},abbr={Workshop Paper},title={Reducing Discrimination in Learning Algorithms for Social Good in Sociotechnical Systems},author={Morrison, K.},journal={AI for Social Good Workshop at IJCAI-PRICAI},year={2020},url={https://arxiv.org/abs/2011.13988},html={https://arxiv.org/abs/2011.13988}}