From 423e1fbe9798922dbec31bb90724e79d49a6b375 Mon Sep 17 00:00:00 2001 From: Agam Sanghera Date: Fri, 24 Jan 2025 14:45:30 -0800 Subject: [PATCH] Add blur example --- docs/example.ipynb | 69 ++++++++++++++++++++++++++++++++++++++++------ tests/test_blur.py | 4 +-- 2 files changed, 62 insertions(+), 11 deletions(-) diff --git a/docs/example.ipynb b/docs/example.ipynb index 12d0206..454d534 100644 --- a/docs/example.ipynb +++ b/docs/example.ipynb @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 1, "id": "0ea8096f-5245-4107-a057-221c81a9a0e9", "metadata": {}, "outputs": [], @@ -43,12 +43,13 @@ "image_2 = plt.imread(\"img/capybara2.jpeg\")\n", "image_3 = plt.imread(\"img/capybara3.jpeg\")\n", "image_4 = plt.imread(\"img/capybara4.jpeg\")\n", + "img=plt.imread(\"../tests/testimage.png\")\n", "images=[image_1,image_2,image_3,image_4]" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 2, "id": "24fe45b3", "metadata": {}, "outputs": [], @@ -59,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 3, "id": "a91a205c", "metadata": {}, "outputs": [ @@ -97,7 +98,32 @@ "id": "8c6247b7", "metadata": {}, "source": [ - "Adds a Gaussian Blur by" + "Adds a Gaussian Blur by adding noise to the input image leveraging the Gaussian distribution with a provided value of standard deviation\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "39786e9b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "blurred_img=blur(np.asarray(image_3))\n", + "plt.imshow(blurred_img.round().astype(np.int32))\n", + "plt.title(\"Blurred Capybarista\")\n", + "plt.axis(\"off\")\n", + "plt.show()" ] }, { @@ -120,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 5, "id": "7cdfa455-1744-4a81-838d-1b0e5a4cd874", "metadata": {}, "outputs": [ @@ -156,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 6, "id": "ec8ba421-fe8e-4739-9ec8-d769a535d760", "metadata": {}, "outputs": [ @@ -194,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "8d8d0e96-6252-47c1-bfe2-69441fd2f95e", "metadata": {}, "outputs": [ @@ -220,10 +246,37 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8f38be21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[227, 227, 227, ..., 227, 227, 227],\n", + " [227, 227, 227, ..., 227, 227, 227],\n", + " [227, 227, 227, ..., 227, 227, 227],\n", + " ...,\n", + " [227, 227, 227, ..., 227, 227, 227],\n", + " [227, 227, 227, ..., 227, 227, 227],\n", + " [227, 227, 227, ..., 227, 227, 227]], shape=(225, 225), dtype=uint8)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gray_image" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "a162234e-a59d-4e35-a410-7b7c470d47c3", + "id": "74823303", "metadata": {}, "outputs": [], "source": [] diff --git a/tests/test_blur.py b/tests/test_blur.py index 32796c5..fef6626 100644 --- a/tests/test_blur.py +++ b/tests/test_blur.py @@ -23,6 +23,4 @@ def test_blur(): #Test blurring function - - assert np.isclose(blur(input),expected[:,:,0:3],atol=.01).all, "Incorrect output, function not working as expected" - \ No newline at end of file + assert np.isclose(blur(input),expected[:,:,0:3],atol=.01).all, "Incorrect output, function not working as expected" \ No newline at end of file