RoDLA: Benchmarking the Robustness of Document Layout Analysis Models

arXiv:2403.14442v1 Announce Type: new
Abstract: Before developing a Document Layout Analysis (DLA) model in real-world applications, conducting comprehensive robustness testing is essential. However, the robustness of DLA models remains underexplored in the literature. To address this, we are the first to introduce a robustness benchmark for DLA models, which includes 450K document images of three datasets. To cover realistic corruptions, we propose a perturbation taxonomy with 36 common document perturbations inspired by real-world document processing. Additionally, to better understand document …

abstract analysis applications arxiv benchmark benchmarking cs.cv dla document however literature robustness testing type world