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A 4‑class image classification model that predicts the rotation correction needed to restore visual elements from digitized book page scans to upright orientation. This model operates on cropped regions (e.g., images, diagrams, ornaments) and is intended as a post-processing stage after visual-element detection.
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**More information:**
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- 📄 [Full analysis available in our technical report](
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- 🌐 [Website](https://institutional.org/institutional-books)
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**See also:**
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- ⚙️ [Pipeline](https://github.com/institutional/institutional-books-visual-elements-pipeline)
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- 🤖 [Detection model](https://huggingface.co/institutional/institutional-books-visual-elements-detection)
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- 🤖 [Classification model](https://huggingface.co/institutional/institutional-books-visual-elements-classification)
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A 4‑class image classification model that predicts the rotation correction needed to restore visual elements from digitized book page scans to upright orientation. This model operates on cropped regions (e.g., images, diagrams, ornaments) and is intended as a post-processing stage after visual-element detection.
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**More information:**
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- 📄 [Full analysis available in our technical report](https://arxiv.org/abs/2608.18957)
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- 🌐 [Website](https://institutional.org/institutional-books)
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**See also:**
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- 🗂️ [Institutional Books Collection](https://huggingface.co/collections/institutional/institutional-books)
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- ⚙️ [Pipeline](https://github.com/institutional/institutional-books-visual-elements-pipeline)
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- 🤖 [Detection model](https://huggingface.co/institutional/institutional-books-visual-elements-detection)
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- 🤖 [Classification model](https://huggingface.co/institutional/institutional-books-visual-elements-classification)
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