diff --git a/README.md b/README.md index 0684fc0..17a4674 100644 --- a/README.md +++ b/README.md @@ -9,9 +9,34 @@ The package is in PyPI so you can install it simply by this command: ```pip install --process-dependency-links pybrisque``` +## Usage +Initialize once: +``` +brisq = BRISQUE() +``` +and get the BRISQUE feature or score many times: +``` +brisq.get_feature('/path') +brisq.get_feature('/image_path') +``` + + ## Limitations This implementation is heavily adopted from the original Matlab implementation in [here](https://github.com/dsoellinger/blind_image_quality_toolbox/tree/master/%2Bbrisque). There is one catch though, the bicubic interpolation when resizing image in Matlab and OpenCV is a bit different as explained in [here](https://stackoverflow.com/questions/26823140/imresize-trying-to-understand-the-bicubic-interpolation). For now, it uses ```nearest``` interpolation which gives the most similar output with the original implementation. +Comparing with Matlab original implementation on reference images of TID 2008: + +![Comparison](examples/comparison.png) + +And the absolute differences' stat is as follows: +``` +{'min': 0.17222238726479588, + 'max': 16.544924728934404, + 'mean': 3.9994322498322754, + 'std': 3.0715344507521416} +``` + + diff --git a/REQUIREMENTS.txt b/REQUIREMENTS.txt index 906292b..edf05c8 100644 --- a/REQUIREMENTS.txt +++ b/REQUIREMENTS.txt @@ -1,4 +1,4 @@ numpy scipy -opencv-python +opencv-python-headless -e git+https://github.com/Salinger/libsvm-python.git#egg=libsvm-python diff --git a/examples/comparison.png b/examples/comparison.png new file mode 100644 index 0000000..dec5a6a Binary files /dev/null and b/examples/comparison.png differ diff --git a/examples/examples.ipynb b/examples/examples.ipynb index cc21d8c..518159c 100644 --- a/examples/examples.ipynb +++ b/examples/examples.ipynb @@ -114,12 +114,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -135,6 +135,8 @@ "h['matlab'] ,= plt.plot(list(range(len(ours))), matlab_score, color='r')\n", "h['ours'] ,= plt.plot(list(range(len(ours))), ours, color='g')\n", "plt.legend([h['matlab'], h['ours']], ['Matlab Score', 'Ours'])\n", + "plt.xlabel('Image')\n", + "plt.ylabel('Score')\n", "plt.show()" ] },