7 citations · 12 across the 3 of their papers we have counts for
3 papers
cs.CV2021
Robust Object Detection with Multi-input Multi-output Faster R-CNN
Sebastian Cygert, Andrzej Czyzewski
Recent years have seen impressive progress in visual recognition on many benchmarks, however, generalization to the real-world in out-of-distribution setting remains a significant…
cs.CV2021★ 7 cited
Closer Look at the Uncertainty Estimation in Semantic Segmentation under Distributional Shift
Sebastian Cygert, Bartłomiej Wróblewski, Karol Woźniak +2
While recent computer vision algorithms achieve impressive performance on many benchmarks, they lack robustness - presented with an image from a different distribution, (e.g. weath…
cs.LG2021★ 5 cited
Robustness in Compressed Neural Networks for Object Detection
Sebastian Cygert, Andrzej Czyżewski
Model compression techniques allow to significantly reduce the computational cost associated with data processing by deep neural networks with only a minor decrease in average accu…