Author

Salwa Ismail

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Preprint Aug 2026

Institutional Books - Visual Elements: An open-source pipeline for extracting, classifying, deduplicating, and captioning visual elements from digital book collections

An open-source end-to-end pipeline for detecting, classifying, deduplicating, and captioning visual elements from historical book collections is introduced and an initial dataset of 22.6 million visual elements extracted from the Institutional Books: Harvard Library dataset is released.

Jimmy Mendez, Matteo Cargnelutti, David Lowry-Duda et al. · 0 citations

Preprint Aug 2026

Institutional Books - Enriched Text: A customizable multilingual open-source pipeline for denoising, deduplicating, and annotating OCR text at scale

Released in 2025, Institutional Books: Harvard Library (IB-HL) is a collection of 983,004 volumes (242B o200k_base tokens), originally digitized through Harvard Library's participation in the Google Books Library project. As researchers and developers have begun to use IB-HL, a tension has emerged between standard larg...

David Lowry-Duda, Matteo Cargnelutti, Catherine Brobston et al. · 0 citations