Short-Term Prediction and Multi-Camera Fusion on Semantic Grids

Lukas Hoyer, Patrick Kesper, Anna Khoreva +1

The paper introduces a neural architecture that fuses multiple camera streams into an egocentric, bird's-eye view semantic grid and predicts short‑term dynamics of the surrounding…

The streaming rollout of deep networks - towards fully model-parallel execution

Volker Fischer, Jan Köhler, Thomas Pfeil

Adversarial Examples for Semantic Image Segmentation

Volker Fischer, Mummadi Chaithanya Kumar, Jan Hendrik Metzen +1

Group Pruning using a Bounded-Lp norm for Group Gating and Regularization

Chaithanya Kumar Mummadi, Tim Genewein, Dan Zhang +2

The paper proposes a gating mechanism and a bounded L1 regularizer to enable group-wise channel pruning in convolutional neural networks, achieving significant parameter reductions…

On Detecting Adversarial Perturbations

Jan Hendrik Metzen, Tim Genewein, Volker Fischer +1

Hierarchical Recurrent Filtering for Fully Convolutional DenseNets

Jörg Wagner, Volker Fischer, Michael Herman +1

Universal Adversarial Perturbations Against Semantic Image Segmentation

Jan Hendrik Metzen, Mummadi Chaithanya Kumar, Thomas Brox +1

Functionally Modular and Interpretable Temporal Filtering for Robust Segmentation

Jörg Wagner, Volker Fischer, Michael Herman +1