# Hugging Face — Introducing TextImage Augmentation for Document Images

- Company: Hugging Face (huggingface.co)
- Announced: 2024-08-06T00:00:00+00:00
- Category: developer-tool-release
- Subject: Platform
- Source: https://huggingface.co/blog/doc_aug_hf_alb
- Record: https://forck.live/items/1844-introducing-textimage-augmentation-for-document-images

Hugging Face introduces a multimodal text-image augmentation pipeline for document images, developed in collaboration with Albumentations AI. The pipeline modifies both image content and text annotations simultaneously, supporting augmentations like random insertion, deletion, swap, and stopword replacement to improve VLM fine-tuning on limited datasets.

## Evidence

Verbatim from https://huggingface.co/blog/doc_aug_hf_alb:

> we introduce a new data augmentation pipeline developed in collaboration with Albumentations AI. This pipeline handles both images and text within them, providing a comprehensive solution for document images.

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