Verification of Size Invariance in DNN Activations using Concept Embeddings
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Paper
Journal Article
Structuring the Safety Argumentation for Deep Neural Network Based Perception in Automotive Applications
Schwalbe, Gesina, Knie, Bernhard, Sämann, Timo, Dobberphul, Timo, Gauerhof, Lydia, Raafatnia, Shervin, Rocco, Vittorio
Published in Computer Safety, Reliability, and Security. SAFECOMP 2020 Workshops
Published in Computer Safety, Reliability, and Security. SAFECOMP 2020 Workshops
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Book Chapter
Investigating Calibration and Corruption Robustness of Post-hoc Pruned Perception CNNs: An Image Classification Benchmark Study
Mitra, Pallavi, Schwalbe, Gesina, Klein, Nadja
Published in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (17.06.2024)
Published in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (17.06.2024)
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Conference Proceeding
Interpretable Model-Agnostic Plausibility Verification for 2D Object Detectors Using Domain-Invariant Concept Bottleneck Models
Keser, Mert, Schwalbe, Gesina, Nowzad, Azarm, Knoll, Alois
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2023)
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Conference Proceeding
GCPV: Guided Concept Projection Vectors for the Explainable Inspection of CNN Feature Spaces
Mikriukov, Georgii, Schwalbe, Gesina, Hellert, Christian, Bade, Korinna
Year of Publication 24.11.2023
Year of Publication 24.11.2023
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Journal Article
Revealing Similar Semantics Inside CNNs: An Interpretable Concept-based Comparison of Feature Spaces
Mikriukov, Georgii, Schwalbe, Gesina, Hellert, Christian, Bade, Korinna
Year of Publication 30.04.2023
Year of Publication 30.04.2023
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Journal Article