Search Results for author: Anke Schmeink

Found 5 papers, 1 papers with code

Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook

1 code implementation8 Dec 2023 Reza Azad, Moein Heidary, Kadir Yilmaz, Michael Hüttemann, Sanaz Karimijafarbigloo, Yuli Wu, Anke Schmeink, Dorit Merhof

Semantic image segmentation, the process of classifying each pixel in an image into a particular class, plays an important role in many visual understanding systems.

Image Segmentation Segmentation +1

Variational Network Quantization

no code implementations ICLR 2018 Jan Achterhold, Jan Mathias Koehler, Anke Schmeink, Tim Genewein

In this paper, the preparation of a neural network for pruning and few-bit quantization is formulated as a variational inference problem.

Quantization Variational Inference

EVO-RL: Evolutionary-Driven Reinforcement Learning

no code implementations9 Jul 2020 Ahmed Hallawa, Thorsten Born, Anke Schmeink, Guido Dartmann, Arne Peine, Lukas Martin, Giovanni Iacca, A. E. Eiben, Gerd Ascheid

Furthermore, we propose that this distinction is decided by the evolutionary process, thus allowing evo-RL to be adaptive to different environments.

OpenAI Gym reinforcement-learning +1

Wireless Powered Short Packet Communications with Multiple WPT Sources

no code implementations24 Feb 2023 Ning Guo, Xiaopeng Yuan, Yulin Hu, Anke Schmeink

Moreover, we extend our design into a dynamic frame structure scenario, i. e., the blocklength allocated for WPT phase and short-packet transmission phase are adjustable, which introduces more flexibility and new challenges to the system design.

LiteVSR: Efficient Visual Speech Recognition by Learning from Speech Representations of Unlabeled Data

no code implementations15 Dec 2023 Hendrik Laux, Emil Mededovic, Ahmed Hallawa, Lukas Martin, Arne Peine, Anke Schmeink

This paper proposes a novel, resource-efficient approach to Visual Speech Recognition (VSR) leveraging speech representations produced by any trained Automatic Speech Recognition (ASR) model.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

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