DeepDanbooru

DeepDanbooru

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DeepDanbooru is an open-source, TensorFlow-based image tagging system that automatically assigns Danbooru-style tags to anime and illustration artwork. Trained on millions of tagged illustrations, its multi-label classifier can recognize characters’ visual attributes — hair and eye color, clothing, accessories, poses and more — and output them as searchable tags. The project has around 3,000 stars on GitHub and continues to receive updates.

Overview

Booru-style image boards live and die by their tags, but manual tagging does not scale to large collections. DeepDanbooru automates it: feed in an illustration and the model quickly returns hundreds of possible tag predictions with confidence scores, which you can threshold into a final tag set. It ships as a command-line tool with a pretrained model, so it can be dropped into collection-management scripts and dataset-building pipelines. The tagger has also become a standard component in the anime AI ecosystem — dataset curators for image-generation models use it to auto-label training data, and several popular WebUI extensions integrate it directly. Evaluators and rating-based filtering are included as well, so low-confidence tags can be pruned automatically to keep large auto-tagged collections clean and searchable.

Key Features

  • Multi-label tag prediction for anime and illustration images
  • Pretrained TensorFlow model with a simple command-line interface
  • Confidence-scored tags covering appearance, clothing, poses and scene attributes
  • Batch tagging for large image collections and training datasets
  • Widely integrated into anime image-generation dataset tooling
  • MIT licensed and free for personal and commercial use

💳 Pricing

DeepDanbooru is free and open source under the MIT license, including its pretrained models. There is no hosted version or paid tier — everything runs locally on your machine.

Who Is It For

DeepDanbooru is for illustration archivists, dataset builders and AI art practitioners who need fast, automatic tagging of anime-style images for search, curation or model training.

🚀 Visit DeepDanbooru Official Site

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