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Handwritten Text Recognition Lives in the High-Pixel Variance Subspace

For handwritten text recognition, discriminative signals lie in high-variance pixel directions, so pixel-reconstruction self-supervised pretraining outperforms contrastive methods and achieves lower character error rates across benchmarks.

Carlos Garrido, Jorge Calvo-Zaragoza

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 16 of 20 reviewers recommend it
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medium 9/10
strict 3/5