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Paper · arXiv

LinePilot Digitizer: Line-Plot Recovery with Manual and Automatic Calibration

Recovering numerical series from line plots requires accurate axis calibration and reliable curve extraction. We present LinePilot Digitizer (LinePilot), which combines continuous color-based curve recovery with three calibration modes: LinePilot (standard), LinePilot (enhanced), and LinePilot (OCR). We also introduce DigitizerBench, the first dedicated benchmark for systematically evaluating digitizer performance, using an orthogonal design spanning signal, rendering, and plot-structure factors with complementary automatic and human-guided evaluations. We evaluate performance using failure-penalized capped normalized root-mean-square error (FPC-NRMSE), which assigns unit loss to missing,...

AuthorsFengbo Ma, Rayan Akhtar, Aakash H. Joshi et al.
Primary categorycs.CV
Published16 September 2026
Last updated at source16 September 2026
cs.CVcs.AI
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