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  license: mit
 
 
 
 
 
 
 
 
 
 
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  license: mit
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+ task_categories:
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+ - image-classification
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+ - image-to-image
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+ - text-to-image
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+ language:
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+ - en
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+ - ja
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+ pretty_name: danbooru2023
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+ size_categories:
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+ - 1M<n<10M
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  ---
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+
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+ # Yandere2023: A Large-Scale Crowdsourced and Tagged Anime Illustration Dataset
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+
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+ <!-- Provide a quick summary of the dataset. -->
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+
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+ Yandere2023 is a large-scale anime image dataset with over 5 million images contributed and annotated in detail by an enthusiast community. Image tags cover aspects like characters, scenes, copyrights, artists, etc with an average of 30 tags per image.
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+
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+ Yandere is a veteran anime image board with high-quality images and extensive tag metadata. The dataset can be used to train image classification, multi-label tagging, character detection, generative models, and other computer vision tasks.
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+
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+ - **Shared by:** Nyanko Devs
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+ - **Language(s):** English, Japanese
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+ - **License:** MIT
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+
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+ ## Uses
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+
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+ ## Format
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+
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+ The goal of the dataset is to be as easy as possible to use immediately, avoiding obscure file formats, while allowing simultaneous research & seeding of the torrent, with easy updates.
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+
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+ Images are provided in the full original form (be that JPG, PNG, GIF or otherwise) for reference/archival purposes, and bucketed into 1000 subdirectories 0000–0999 (0-padded), which is the Danbooru ID modulo 1000 (ie. all images in 0999/ have an ID ending in β€˜999’); IDs can be turned into paths by dividing & padding (eg. in Bash, BUCKET=$(printf "%04d" $(( ID % 1000 )) )) and then the file is at {original,512px}/$BUCKET/$ID.$EXT.
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+
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+ The reason for the bucketing is that a single directory would cause pathological filesystem performance, and modulo ID is a simple hash which spreads images evenly without requiring additional future directories to be made or a filesystem IO to check where the file is. The ID is not zero-padded and files end in the relevant extension, hence the file layout looks like this:
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+
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+ ```bash
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+ $ tree / | less
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+
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+ /
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+ β”œβ”€β”€ yandere2023 -> /mnt/diffusionstorage/workspace/yandere/
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+ β”‚ β”œβ”€β”€ metadata
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+ β”‚ β”œβ”€β”€ readme.md
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+ β”‚ β”œβ”€β”€ original
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+ β”‚ β”‚ β”œβ”€β”€ 0000 -> data-0000.tar
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+ β”‚ β”‚ β”œβ”€β”€ 0001 -> data-0001.tar
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+ β”‚ β”‚ β”‚ β”œβ”€β”€ 10001.jpg
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+ β”‚ β”‚ β”‚ β”œβ”€β”€ 210001.png
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+ β”‚ β”‚ β”‚ β”œβ”€β”€ 3120001.webp
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+ β”‚ β”‚ β”‚ β”œβ”€β”€ 6513001.jpg
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+
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+ ```
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+
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+ Currently represented file extensions are: avi/bmp/gif/html/jpeg/jpg/mp3/mp4/mpg/pdf/png/rar/swf/webm/wmv/zip.
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+
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+ Raw original files are treacherous. Be careful if working with the original dataset. There are many odd files: truncated, non-sRGB colorspace, wrong file extensions (eg. some PNGs have .jpg extensions like original/0146/1525146.jpg or original/0558/1422558.jpg), etc.