Search Results for author: Stefan Agne

Found 2 papers, 1 papers with code

PrIeD-KIE: Towards Privacy Preserved Document Key Information Extraction

no code implementations5 Oct 2023 Saifullah Saifullah, Stefan Agne, Andreas Dengel, Sheraz Ahmed

We conduct a comprehensive evaluation of the algorithm across various client and privacy settings, and demonstrate its capability to achieve comparable performance and privacy guarantees to standalone DP, even when accommodating an increasing number of participating clients.

Document AI Federated Learning +1

DocXClassifier: High Performance Explainable Deep Network for Document Image Classification

1 code implementation TechArXiv 2022 Saifullah, Stefan Agne, Andreas Dengel, Sheraz Ahmed

Our approach achieves a new peak performance in image-based classification on two popular document datasets, namely RVL-CDIP and Tobacco3482, with a top-1 classification accuracy of 94. 17% and 95. 57% on the two datasets, respectively.

Classification Data Augmentation +4

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