Výsledky vyhledávání - "CZYŻEWSKI, ANDRZEJ"

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Robust Object Detection with Multi-input Multi-output Faster R-CNN

Autor: Cygert, Sebastian, Czyzewski, Andrzej

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 challenge. A state-of-the-art method for robust visual recognition is

Externí odkaz: http://arxiv.org/abs/2111.13065

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Closer Look at the Uncertainty Estimation in Semantic Segmentation under Distributional Shift

Autor: Cygert, Sebastian, Wróblewski, Bartłomiej, Woźniak, Karol, Słowiński, Radosław, Czyżewski, Andrzej

While recent computer vision algorithms achieve impressive performance on many benchmarks, they lack robustness - presented with an image from a different distribution, (e.g. weather or lighting conditions not considered during training), they may pr

Externí odkaz: http://arxiv.org/abs/2106.00076

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Robustness in Compressed Neural Networks for Object Detection

Autor: Cygert, Sebastian, Czyżewski, Andrzej

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 accuracy. Simultaneously, reducing the model size may have a large effect

Externí odkaz: http://arxiv.org/abs/2102.05509

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