Abstract: Highlights•Introducing SEMv2: Enhances ’split’ stage in table line detection for robustness.•Proposed parallel decoder in “merge” stage boosts efficiency and maintains accuracy.•iFLYTAB: Challenging new dataset for diverse table structure recognition.•Our method sets new benchmarks on SciTSR, PubTabNet, iFLYTAB datasets.
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