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@deepghs

DeepGHS

Who We Are

We are a team focused on building infrastructure for anime data information, including images, text, audiovisuals, and more.

Our goal is to automate all common processes for handling anime information, including data acquisition, data filtering, training, step selection, and platform deployment, in order to save manpower and optimally balance quality and performance requirements.

Our team comprises a Ph.D. in Software Engineering, a Ph.D. candidate in Computer Vision, professionals in art and design, and several AI waifu enthusiasts.

We are a purely non-profit team, and all our work is completely open, without any form of charge.

Our Technical Outputs

dghs-imgutils

PyPI GitHub stars GitHub forks GitHub commit activity GitHub issues GitHub pulls Contributors GitHub license

Project Link: https://github.com/deepghs/imgutils

Project Documentation: https://deepghs.github.io/imgutils/main/index.html

This is a library for various common operations on anime images, including but not limited to:

  • Tachie (Difference) Detection and Clustering
  • Contrastive Character Image Pretraining
  • Object Detection
  • Edge Detection / Lineart Generation
  • Monochrome Image Detection
  • Truncated Image Check
  • Image Tagging
  • Character Extraction

Check out the documentation for more features.

Waifuc

PyPI GitHub stars GitHub forks GitHub commit activity GitHub issues GitHub pulls Contributors GitHub license

Project Link: https://github.com/deepghs/waifuc

A data pipeline framework based on dghs-imgutils, supporting:

  • Fast data retrieval (local disk, danbooru, pixiv, zerochan, etc.)
  • Swift data filtering (comic exclusion, monochrome image exclusion, multi-character image exclusion, irrelevant character exclusion, etc.)
  • Rapid data saving (local, cloud; with metadata, saved in stable diffusion dataset format, etc.)
  • Quick building of processing pipelines (connecting multiple aforementioned stages)

Note: This tool is currently a work in progress, although it's in use. It hasn't been released on PyPI and lacks comprehensive documentation. These aspects will be addressed soon.

Model Zoo

We manage our models and datasets on Huggingface: https://huggingface.co/deepghs

Anything More?

In fact, our plans go beyond what's mentioned here. Other tools are continuously improving and will soon be released. Stay tuned!

Pinned Loading

  1. imgutils imgutils Public

    A convenient and user-friendly anime-style image data processing library that integrates various advanced anime-style image processing models

    Python 239 19

  2. waifuc waifuc Public

    Efficient Train Data Collector for Anime Waifu

    Python 304 28

  3. cyberharem cyberharem Public

    100% Automated Anime Character Lora Training Pipeline

    Python 54 4

  4. sdeval sdeval Public

    Evaluation for stable diffusion model training

    Python 25 1

  5. cheesechaser cheesechaser Public

    Swiftly get tons of images from indexed tars on Huggingface

    Python 38 2

  6. hfutils hfutils Public

    Useful utilities for huggingface

    Python 15

Repositories

Showing 10 of 37 repositories
  • imgutils Public

    A convenient and user-friendly anime-style image data processing library that integrates various advanced anime-style image processing models

    deepghs/imgutils’s past year of commit activity
    Python 239 MIT 19 8 2 Updated Jan 20, 2025
  • realutils Public

    (WIP) A convenient and user-friendly image data processing library that integrates various advanced image processing models.

    deepghs/realutils’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jan 20, 2025
  • data_infrastructure_indexer Public

    Image Site Data Indexer for Infrastructure of DeepGHS

    deepghs/data_infrastructure_indexer’s past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Jan 18, 2025
  • anime_sites Public

    Information Syncing For Anime Sites

    deepghs/anime_sites’s past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Jan 18, 2025
  • skpick Public

    Picker

    deepghs/skpick’s past year of commit activity
    Python 1 Apache-2.0 0 0 0 Updated Jan 18, 2025
  • cyberharem Public

    100% Automated Anime Character Lora Training Pipeline

    deepghs/cyberharem’s past year of commit activity
    Python 54 AGPL-3.0 4 1 0 Updated Jan 16, 2025
  • pytorch-conda-image Public

    Pytorch Mirror with miniconda3 installed

    deepghs/pytorch-conda-image’s past year of commit activity
    Shell 0 GPL-3.0 0 0 0 Updated Jan 10, 2025
  • embeddings_tools Public

    Framework for processing embeddings and training indices with that.

    deepghs/embeddings_tools’s past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Jan 2, 2025
  • videoutils Public

    (WIP) A convenient and user-friendly anime-style video data processing library that integrates various advanced anime-style video processing techs and models

    deepghs/videoutils’s past year of commit activity
    Python 1 Apache-2.0 0 0 0 Updated Dec 26, 2024
  • page_demo Public

    Jekyll Demo Page

    deepghs/page_demo’s past year of commit activity
    Ruby 0 0 0 0 Updated Dec 26, 2024

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