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Paper · arXiv

LED-BENCH: A Benchmark for Large-format Engineering Drawing Understanding

Real-world engineering drawings are often large-format and information-dense. Answering practical engineering questions therefore requires both fine-grained understanding of engineering information and complex reasoning over objects, relations, and evidence distributed across different regions or views. Existing benchmarks cover a range of engineering-drawing understanding tasks involving local regions, individual views, specific elements, or more constrained visual settings. However, systematic evaluation of understanding over realistic, large-format engineering drawings remains limited. To address this gap, we introduce LED-BENCH, a multidisciplinary benchmark designed to evaluate fine-...

AuthorsKe Li, Tianyi Wang, Enning You et al.
Primary categorycs.CV
Published14 October 2026
Last updated at source14 October 2026
cs.CV
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