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S. Saralajew

4 papers hereh-index 13480 citations45 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author1
  • last author1

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.CV1
  • cs.RO1

identity via Semantic Scholar / OpenAlex

activity
20192021
most citedPrototype-based Neural Network Layers: Incorporating Vector Quantization

13 citations · 24 across the 4 of their papers we have counts for

collaborators

4 papers

cs.CV2021

Provident Vehicle Detection at Night: The PVDN Dataset

Lars Ohnemus, Lukas Ewecker, Ebubekir Asan +5

For advanced driver assistance systems, it is crucial to have information about oncoming vehicles as early as possible. At night, this task is especially difficult due to poor ligh…

cs.RO2020

Radar Artifact Labeling Framework (RALF): Method for Plausible Radar Detections in Datasets

Simon T. Isele, Marcel P. Schilling, Fabian E. Klein +2

Research on localization and perception for Autonomous Driving is mainly focused on camera and LiDAR datasets, rarely on radar data. Manually labeling sparse radar point clouds is…

cs.LG2019★ 11 cited

Robustness of Generalized Learning Vector Quantization Models against Adversarial Attacks

Sascha Saralajew, Lars Holdijk, Maike Rees +1

Adversarial attacks and the development of (deep) neural networks robust against them are currently two widely researched topics. The robustness of Learning Vector Quantization (LV…

cs.LG2019★ 13 cited

Prototype-based Neural Network Layers: Incorporating Vector Quantization

Sascha Saralajew, Lars Holdijk, Maike Rees +1

Neural networks currently dominate the machine learning community and they do so for good reasons. Their accuracy on complex tasks such as image classification is unrivaled at the…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.