arXiv

RT-DocLayout: Real-Time End-to-End Document Layout Analysis with Reading Order in the Wild (opens in new tab)

Accurate document layout analysis remains a critical bottleneck for document parsing systems, due to the intricate coupling among heterogeneous document layout elements, geometric distortions (\eg, paper warping and bending, perspective variations), and reading order within diverse layout structures. Existing approaches typically rely on fragmented multi-stage pipelines or computationally heavy generative Transformer architectures, leading to er...

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