The 2nd Explainable AI for Computer Vision Workshop
ZEBRA: Explaining Rare Cases Through Outlying Interpretable Concepts-
[pdf]
[bibtex]@InProceedings{Madeira_2023_CVPR, author = {Madeira, Pedro and Carreiro, Andr\'e and Gaudio, Alex and Rosado, Lu{\'\i}s and Soares, Filipe and Smailagic, Asim}, title = {ZEBRA: Explaining Rare Cases Through Outlying Interpretable Concepts}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3782-3788} }
The Manifold Hypothesis for Gradient-Based Explanations-
[pdf]
[arXiv]
[bibtex]@InProceedings{Bordt_2023_CVPR, author = {Bordt, Sebastian and Upadhyay, Uddeshya and Akata, Zeynep and von Luxburg, Ulrike}, title = {The Manifold Hypothesis for Gradient-Based Explanations}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3697-3702} }
Seg-XRes-CAM: Explaining Spatially Local Regions in Image Segmentation-
[pdf]
[bibtex]@InProceedings{Hasany_2023_CVPR, author = {Hasany, Syed Nouman and Petitjean, Caroline and M\'eriaudeau, Fabrice}, title = {Seg-XRes-CAM: Explaining Spatially Local Regions in Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3733-3738} }
CAVLI - Using Image Associations To Produce Local Concept-Based Explanations-
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[bibtex]@InProceedings{Shukla_2023_CVPR, author = {Shukla, Pushkar and Bharati, Sushil and Turk, Matthew}, title = {CAVLI - Using Image Associations To Produce Local Concept-Based Explanations}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3750-3755} }
ODSmoothGrad: Generating Saliency Maps for Object Detectors-
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[arXiv]
[bibtex]@InProceedings{Gwon_2023_CVPR, author = {Gwon, Chul and Howell, Steven C.}, title = {ODSmoothGrad: Generating Saliency Maps for Object Detectors}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3686-3690} }
Sanity Checks for Patch Visualisation in Prototype-Based Image Classification-
[pdf]
[supp]
[bibtex]@InProceedings{Xu-Darme_2023_CVPR, author = {Xu-Darme, Romain and Qu\'enot, Georges and Chihani, Zakaria and Rousset, Marie-Christine}, title = {Sanity Checks for Patch Visualisation in Prototype-Based Image Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3691-3696} }
Disentangling Neuron Representations With Concept Vectors-
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[supp]
[bibtex]@InProceedings{O'Mahony_2023_CVPR, author = {O'Mahony, Laura and Andrearczyk, Vincent and M\"uller, Henning and Graziani, Mara}, title = {Disentangling Neuron Representations With Concept Vectors}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3770-3775} }
Hierarchical Explanations for Video Action Recognition-
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[arXiv]
[bibtex]@InProceedings{Gulshad_2023_CVPR, author = {Gulshad, Sadaf and Long, Teng and van Noord, Nanne}, title = {Hierarchical Explanations for Video Action Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3703-3708} }
Robustness of Visual Explanations to Common Data Augmentation Methods-
[pdf]
[supp]
[bibtex]@InProceedings{Tetkova_2023_CVPR, author = {T\v{e}tkov\'a, Lenka and Hansen, Lars Kai}, title = {Robustness of Visual Explanations to Common Data Augmentation Methods}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3715-3720} }
Shared Interest...Sometimes: Understanding the Alignment Between Human Perception, Vision Architectures, and Saliency Map Techniques-
[pdf]
[bibtex]@InProceedings{Morrison_2023_CVPR, author = {Morrison, Katelyn and Mehra, Ankita and Perer, Adam}, title = {Shared Interest...Sometimes: Understanding the Alignment Between Human Perception, Vision Architectures, and Saliency Map Techniques}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3776-3781} }
Towards Evaluating Explanations of Vision Transformers for Medical Imaging-
[pdf]
[arXiv]
[bibtex]@InProceedings{Komorowski_2023_CVPR, author = {Komorowski, Piotr and Baniecki, Hubert and Biecek, Przemyslaw}, title = {Towards Evaluating Explanations of Vision Transformers for Medical Imaging}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3726-3732} }
Ante-Hoc Generation of Task-Agnostic Interpretation Maps-
[pdf]
[bibtex]@InProceedings{T._2023_CVPR, author = {T., Akash Guna R. and Benitez, Raul and K., Sikha O.}, title = {Ante-Hoc Generation of Task-Agnostic Interpretation Maps}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3764-3769} }
Localized Shortcut Removal-
[pdf]
[bibtex]@InProceedings{Muller_2023_CVPR, author = {M\"uller, Nicolas M. and Jacobs, Jochen and Williams, Jennifer and B\"ottinger, Konstantin}, title = {Localized Shortcut Removal}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3721-3725} }
A Confusion Matrix for Evaluating Feature Attribution Methods-
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[bibtex]@InProceedings{Arias-Duart_2023_CVPR, author = {Arias-Duart, Anna and Mariotti, Ettore and Garcia-Gasulla, Dario and Alonso-Moral, Jose Maria}, title = {A Confusion Matrix for Evaluating Feature Attribution Methods}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3709-3714} }
Analyzing Results of Depth Estimation Models With Monocular Criteria-
[pdf]
[bibtex]@InProceedings{Theiner_2023_CVPR, author = {Theiner, Jonas and Nommensen, Nils and Rhotert, Jim and Springstein, Matthias and M\"uller-Budack, Eric and Ewerth, Ralph}, title = {Analyzing Results of Depth Estimation Models With Monocular Criteria}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3739-3743} }
Vision DiffMask: Faithful Interpretation of Vision Transformers With Differentiable Patch Masking-
[pdf]
[arXiv]
[bibtex]@InProceedings{Nalmpantis_2023_CVPR, author = {Nalmpantis, Angelos and Panagiotopoulos, Apostolos and Gkountouras, John and Papakostas, Konstantinos and Aziz, Wilker}, title = {Vision DiffMask: Faithful Interpretation of Vision Transformers With Differentiable Patch Masking}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3756-3763} }
Text2Concept: Concept Activation Vectors Directly From Text-
[pdf]
[supp]
[bibtex]@InProceedings{Moayeri_2023_CVPR, author = {Moayeri, Mazda and Rezaei, Keivan and Sanjabi, Maziar and Feizi, Soheil}, title = {Text2Concept: Concept Activation Vectors Directly From Text}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3744-3749} }