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Valentyn Boreiko
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Diffusion visual counterfactual explanations
M Augustin, V Boreiko, F Croce, M Hein
Advances in Neural Information Processing Systems 35, 364-377, 2022
422022
Sparse visual counterfactual explanations in image space
V Boreiko, M Augustin, F Croce, P Berens, M Hein
DAGM German Conference on Pattern Recognition, 133-148, 2022
222022
Spurious features everywhere-large-scale detection of harmful spurious features in imagenet
Y Neuhaus, M Augustin, V Boreiko, M Hein
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
152023
Visual explanations for the detection of diabetic retinopathy from retinal fundus images
V Boreiko, I Ilanchezian, MS Ayhan, S Müller, LM Koch, H Faber, ...
International conference on medical image computing and computer-assisted …, 2022
102022
Identification of systematic errors of image classifiers on rare subgroups
JH Metzen, R Hutmacher, NG Hua, V Boreiko, D Zhang
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
72023
Classifiers should do well even on their worst classes
J Bitterwolf, A Meinke, V Boreiko, M Hein
ICML 2022 Shift Happens Workshop, 2022
32022
Identifying Systematic Errors in Object Detectors with the SCROD Pipeline
V Boreiko, M Hein, JH Metzen
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
12023
Identification of Fine-grained Systematic Errors via Controlled Scene Generation
V Boreiko, M Hein, JH Metzen
arXiv preprint arXiv:2404.07045, 2024
2024
Generating Realistic Counterfactuals for Retinal Fundus and OCT Images using Diffusion Models
I Ilanchezian, V Boreiko, L Kühlewein, Z Huang, MS Ayhan, M Hein, ...
arXiv preprint arXiv:2311.11629, 2023
2023
Spurious Features Everywhere-Large-Scale Detection of Harmful Spurious Features in ImageNet
M Hein, V Boreiko, M Augustin, Y Neuhaus
arXiv, 2023
2023
Identification of Systematic Errors of Image Classifiers on Rare Subgroups
J Hendrik Metzen, R Hutmacher, NG Hua, V Boreiko, D Zhang
arXiv e-prints, arXiv: 2303.05072, 2023
2023
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Articles 1–11