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Serin Varghese
Serin Varghese
Technische Universität Braunschweig
Verified email at volkswagen.de
Title
Cited by
Cited by
Year
Inspect, understand, overcome: a survey of practical methods for AI safety
S Houben, S Abrecht, M Akila, A Bär, F Brockherde, P Feifel, ...
Deep Neural Networks and Data for Automated Driving, 3-78, 2022
262022
Robust semantic segmentation by redundant networks with a layer-specific loss contribution and majority vote
A Bar, M Klingner, S Varghese, F Huger, P Schlicht, T Fingscheidt
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
162020
The vulnerability of semantic segmentation networks to adversarial attacks in autonomous driving: Enhancing extensive environment sensing
A Bar, J Lohdefink, N Kapoor, SJ Varghese, F Huger, P Schlicht, ...
IEEE Signal Processing Magazine 38 (1), 42-52, 2020
142020
Unsupervised temporal consistency metric for video segmentation in highly-automated driving
S Varghese, Y Bayzidi, A Bar, N Kapoor, S Lahiri, JD Schneider, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
132020
Improving video instance segmentation by light-weight temporal uncertainty estimates
K Maag, M Rottmann, S Varghese, F Hüger, P Schlicht, H Gottschalk
2021 International Joint Conference on Neural Networks (IJCNN), 1-8, 2021
62021
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation
N Kapoor, A Bär, S Varghese, JD Schneider, F Hüger, P Schlicht, ...
2021 International Joint Conference on Neural Networks (IJCNN), 1-8, 2021
52021
An Unsupervised Temporal Consistency (TC) Loss to Improve the Performance of Semantic Segmentation Networks
S Varghese, S Gujamagadi, M Klingner, N Kapoor, A Bar, JD Schneider, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
22021
A Self-Supervised Feature Map Augmentation (FMA) Loss and Combined Augmentations Finetuning to Efficiently Improve the Robustness of CNNs
N Kapoor, C Yuan, J Löhdefink, R Zimmerman, S Varghese, F Hüger, ...
Computer Science in Cars Symposium, 1-8, 2020
22020
Joint optimization for DNN model compression and corruption robustness
S Varghese, C Hümmer, A Bär, F Hüger, T Fingscheidt
Deep Neural Networks and Data for Automated Driving, 405, 2022
12022
Traffic Sign Classifiers Under Physical World Realistic Sticker Occlusions: A Cross Analysis Study
Y Bayzidi, A Smajic, F Hüger, R Moritz, S Varghese, P Schlicht, A Knoll
2022 IEEE Intelligent Vehicles Symposium (IV), 644-650, 2022
2022
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