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qualisr-lab


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Author: Oleg Ryabinin
Summary: A toolkit for extracting IQA features, training regressors, and analyzing super-resolution image quality against human scores.
Latest version: 0.2.0
Required dependencies: huggingface-hub | matplotlib | numpy | pandas | pillow | scikit-learn | scipy | tqdm
Optional dependencies: absl-py | accelerate | addict | aiohappyeyeballs | aiohttp | aiosignal | annotated-doc | anyio | asttokens | async-timeout | attrs | beautifulsoup4 | bitsandbytes | catboost | certifi | cfgv | charset-normalizer | click | colorama | comm | contourpy | cuda-bindings | cuda-pathfinder | cuda-toolkit | cycler | datasets | debugpy | decorator | dill | distlib | einops | exceptiongroup | executing | facexlib | filelock | filterpy | fonttools | frozenlist | fsspec | ftfy | future | gdown | graphviz | grpcio | h11 | hf-xet | httpcore | httpx | huggingface-hub | icecream | identify | idna | imageio | iniconfig | ipykernel | ipython | jedi | jinja2 | joblib | jupyter-client | jupyter-core | kiwisolver | lazy-loader | llvmlite | lmdb | markdown | markdown-it-py | markupsafe | matplotlib | matplotlib-inline | mdurl | mpmath | multidict | multiprocess | narwhals | nest-asyncio | networkx | nodeenv | numba | numpy | nvidia-cublas | nvidia-cuda-cupti | nvidia-cuda-nvrtc | nvidia-cuda-runtime | nvidia-cudnn-cu13 | nvidia-cufft | nvidia-cufile | nvidia-curand | nvidia-cusolver | nvidia-cusparse | nvidia-cusparselt-cu13 | nvidia-nccl-cu12 | nvidia-nccl-cu13 | nvidia-nvjitlink | nvidia-nvshmem-cu13 | nvidia-nvtx | openai-clip | opencv-python | opencv-python-headless | packaging | pandas | parso | pexpect | pillow | platformdirs | plotly | pluggy | pre-commit | prompt-toolkit | propcache | protobuf | psutil | ptyprocess | pure-eval | pyarrow | pygments | pyiqa | pyparsing | pysocks | pytest | python-dateutil | python-discovery | pytz | pyyaml | pyzmq | regex | requests | rich | ruff | safetensors | scikit-image | scikit-learn | scipy | sentencepiece | shellingham | six | soupsieve | stack-data | sympy | tensorboard | tensorboard-data-server | threadpoolctl | tifffile | timm | tokenizers | tomli | torch | torchvision | tornado | tqdm | traitlets | transformers | triton | typer | typing-extensions | tzdata | urllib3 | virtualenv | wcwidth | werkzeug | xgboost | xxhash | yapf | yarl

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