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bnnr


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Author: Mateusz Walo, Diana Morzhak, Dominika Zydorczyk, Zuzanna Saczuk
License: MIT
Summary: BNNR: XAI-driven augmentation & diagnostics for PyTorch vision - find model failures, fix with saliency-guided augmentation (ICD/AICD), prove with auditable reports.
Latest version: 0.6.4
Required dependencies: click | grad-cam | numpy | opencv-python | pydantic | pyyaml | scikit-learn | torch | torchvision | tqdm | typer
Optional dependencies: albumentations | bandit | fastapi | httpx | kornia | mypy | pip-audit | playwright | pre-commit | pytest | pytest-cov | qrcode | ruff | starlette | types-pyyaml | ultralytics | uvicorn | websockets

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