feat: trained

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text

.gitignore

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+.Trash/
+.trash/
+.DS_Store
+**/.obsidian/
+.postgres
+
+# Node.js
+.idea
+.nuxt
+.temp
+.vite-inspect
+components.d.ts
+**/typed-router.d.ts
+node_modules
+.eslintcache
+**/tsconfig.tsbuildinfo
+**/vue-global-types.d.ts
+
+dist
+out/
+
+*.local
+*.log
+**/.cache/**
+**/temp/
+.cache
+# python - ultralytics
+**/labels.cache
+
+.coverage
+.coverage.*
+coverage/
+cover/
+htmlcov/
+
+*.pcm
+*.wav
+*.ogg
+*.mp3
+
+# Make it easy for devenv users to override their local environment.
+# See: https://github.com/moeru-ai/airi/pull/110#discussion_r2024378953
+.direnv
+.pre-commit-config.yaml
+.envrc
+.devenv*
+devenv.*
+
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+*$py.class
+
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+*.so
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+# Distribution / packaging
+.Python
+build/
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+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+.tox/
+.nox/
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.pytest_cache/
+.hypothesis/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc

README.md

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+---
+# Full model card template at https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md
+language:
+  - en
+  - multilingual
+
+license: mit
+
+tags:
+  - YOLO
+  - ONNX
+  - onnxruntime
+
+datasets:
+  - proj-airi/games-balatro-2024-ui-detection
+
+base_model: Ultralytics/YOLO11
+---
+
+<p align="center">
+  <img src="./docs/cover.png">
+</p>
+
+## Balatro (2024, game) YOLO UI detection
+
+> This project is part of (and also associate to) the [Project AIRI](https://github.com/moeru-ai/airi), we aim to build a LLM-driven VTuber like [Neuro-sama](https://www.youtube.com/@Neurosama) (subscribe if you didn't!) if you are interested in, please do give it a try on [live demo](https://airi.moeru.ai).
+>
+> Who are we?
+>
+> We are a group of currently non-funded talented people made up with computer scientists, experts in multi-modal fields, designers, product managers, and popular open source contributors who loves the goal of where we are heading now.
+
+| Basic                     | Multiple card types       | Description               | Crowded cards             |
+| ------------------------- | ------------------------- | ------------------------- | ------------------------- |
+| ![](./docs/example-1.jpg) | ![](./docs/example-2.jpg) | ![](./docs/example-3.jpg) | ![](./docs/example-4.jpg) |
+
+## Training
+
+We trained this model on our own datasets labelled with n<1k images using Label Studio with YOLOv11n as the base model, it's
+available on HuggingFace as well: [proj-airi/games-balatro-2024-ui-detection](https://huggingface.co/datasets/proj-airi/games-balatro-2024-ui-detection).
+
+The training was performed on a single NVIDIA 4080Super GPU with 16GB VRAM, the loss optimized well and converged within set 2000 epochs.
+
+![](./docs/training-metrics-1.png)
+
+![](./docs/training-metrics-2.jpg)
+
+## Citation
+
+If you find our works useful for your research, please consider citing:
+
+```bibtex
+@misc{proj_airi_game_ai_models_balatro_2024_yolo_ui_detection_2025,
+  title        = {Balatro (2024, game) YOLO UI detection},
+  author       = {Project AIRI Team, Neko Ayaka, Makito, Rainbow Bird},
+  howpublished = {\url{https://huggingface.co/proj-airi/games-balatro-2024-yolo-ui-detection}},
+  year         = {2025}
+}
+```
+
+## License
+
+This model is licensed under the MIT.

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