document-layout-analysis

Announcing RT-DocLayout, the world's first layout analysis model capable of pixel-level multi-point polygon boxes for real-world documents, accepted to ECCV 2026. The paper argues that layout analysis remains critical despite end-to-end models, and presents an efficient 33M parameter model running at 132.1 FPS.

This paper identifies Footprint Bias in document layout analysis robustness evaluation and proposes a structure-aware auditing framework that decouples probe construction and pathway attribution, showing that small structurally targeted probes cause comparable downstream degradation to larger perturbations.