Papers › LineEX: Data Extraction from Scientific Line Charts

LineEX: Data Extraction from Scientific Line Charts

6 Feb 2023Winter Conference on Applications of Computer Vision 2023 2archive 2025-07-28

Shivasankaran V P, Muhammad Yusuf Hassan, Mayank Singh

In this paper, we introduce LINEEX that extracts data from scientific line charts. We adapt existing vision transformers and pose detection methods and showcase significant performance gains over existing SOTA baselines. We also propose a new loss function and present its effectiveness against existing loss functions. In addition, we synthetically created the largest line chart dataset comprising 430K images.

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