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KMeans(n_clusters=10, random_state=42)
"
+ ],
+ "text/plain": [
+ "KMeans(n_clusters=10, random_state=42)"
+ ]
+ },
+ "execution_count": 68,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# clustering and dimension reduction\n",
+ "from sklearn.cluster import KMeans\n",
+ "from sklearn.decomposition import PCA\n",
+ "\n",
+ "pca = PCA(n_components=20, random_state=22)\n",
+ "pca.fit(encodings)\n",
+ "x = pca.transform(encodings)\n",
+ "\n",
+ "kmeans = KMeans(n_clusters=10, random_state=42)\n",
+ "kmeans.fit(x)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=int32)"
+ ]
+ },
+ "execution_count": 86,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "kmeans = KMeans(n_clusters=10, random_state=42)\n",
+ "kmeans.fit(color_features)\n",
+ "np.unique(kmeans.labels_)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "# holds the cluster id and the images { id: [images] }\n",
+ "groups = {}\n",
+ "for idx, cluster in zip(range(0,len(encodings)),kmeans.labels_):\n",
+ " if cluster not in groups.keys():\n",
+ " groups[cluster] = []\n",
+ " groups[cluster].append(idx)\n",
+ " else:\n",
+ " groups[cluster].append(idx)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# groups"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "cluster = 1\n",
+ "plt.figure(figsize = (25,25));\n",
+ "# gets the list of filenames for a cluster\n",
+ "idxs = groups[cluster]\n",
+ "# only allow up to 30 images to be shown at a time\n",
+ "if len(idxs) > 30:\n",
+ " print(f\"Clipping cluster size from {len(idxs)} to 30\")\n",
+ " idxs = idxs[:29]\n",
+ "# plot each image in the cluster\n",
+ "for index, idx in enumerate(idxs):\n",
+ " plt.subplot(10,10,index+1);\n",
+ " plt.imshow(sku_data[idx])\n",
+ " plt.axis('off')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/abhi/.local/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:800: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n",
+ " warnings.warn(\n",
+ "/home/abhi/.local/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:810: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
+ " warnings.warn(\n",
+ "2023-01-04 23:59:28.731 WARNING matplotlib.legend: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# https://learnopencv.com/t-sne-for-feature-visualization/\t\n",
+ "# https://www.kaggle.com/code/colinmorris/visualizing-embeddings-with-t-sne\n",
+ "# https://www.kaggle.com/code/jeffd23/visualizing-word-vectors-with-t-sne/notebook\n",
+ "# https://builtin.com/data-science/tsne-python\n",
+ "# https://medium.com/doma/optimizing-models-using-t-sne-plots-268f4c986b2d\n",
+ "from sklearn.manifold import TSNE\n",
+ "\n",
+ "tsne = TSNE(n_components=2).fit_transform(encodings)\n",
+ "# scale and move the coordinates so they fit [0; 1] range\n",
+ "def scale_to_01_range(x):\n",
+ " # compute the distribution range\n",
+ " value_range = (np.max(x) - np.min(x))\n",
+ " \n",
+ " # move the distribution so that it starts from zero\n",
+ " # by extracting the minimal value from all its values\n",
+ " starts_from_zero = x - np.min(x)\n",
+ " \n",
+ " # make the distribution fit [0; 1] by dividing by its range\n",
+ " return starts_from_zero / value_range\n",
+ " \n",
+ "# extract x and y coordinates representing the positions of the images on T-SNE plot\n",
+ "tx = tsne[:, 0]\n",
+ "ty = tsne[:, 1]\n",
+ " \n",
+ "tx = scale_to_01_range(tx)\n",
+ "ty = scale_to_01_range(ty)\n",
+ "\n",
+ "# initialize a matplotlib plot\n",
+ "fig = plt.figure()\n",
+ "ax = fig.add_subplot(111)\n",
+ " \n",
+ "# for every class, we'll add a scatter plot separately\n",
+ "# for label in colors_per_class:\n",
+ "# # find the samples of the current class in the data\n",
+ "# indices = [i for i, l in enumerate(labels) if l == label]\n",
+ " \n",
+ "# # extract the coordinates of the points of this class only\n",
+ "# current_tx = np.take(tx, indices)\n",
+ "# current_ty = np.take(ty, indices)\n",
+ " \n",
+ "# # convert the class color to matplotlib format\n",
+ "# color = np.array(colors_per_class[label], dtype=np.float) / 255\n",
+ " \n",
+ " # add a scatter plot with the corresponding color and label\n",
+ "ax.scatter(tx, ty, c=\"blue\")\n",
+ " \n",
+ "# build a legend using the labels we set previously\n",
+ "ax.legend(loc='best')\n",
+ " \n",
+ "# finally, show the plot\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0"
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "import numpy as np\n",
+ "clt = DBSCAN(metric=\"euclidean\",eps=0.1, min_samples=2, n_jobs=-1)\n",
+ "clt.fit(encodings)\n",
+ "# determine the total number of unique faces found in the dataset\n",
+ "labelIDs = np.unique(clt.labels_)\n",
+ "numUniqueFaces = len(np.where(labelIDs > -1)[0])\n",
+ "numUniqueFaces"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "numUniqueFaces"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# loop over the unique face integers\n",
+ "for labelID in labelIDs:\n",
+ "\t# find all indexes into the `data` array that belong to the\n",
+ "\t# current label ID, then randomly sample a maximum of 25 indexes\n",
+ "\t# from the set\n",
+ "\tprint(\"[INFO] faces for face ID: {}\".format(labelID))\n",
+ "\tidxs = np.where(clt.labels_ == labelID)[0]\n",
+ "\tidxs = np.random.choice(idxs, size=min(25, len(idxs)),\n",
+ "\t\treplace=False)\n",
+ "\t# initialize the list of faces to include in the montage\n",
+ "\tskus = []\n",
+ " # loop over the sampled indexes\n",
+ "\tfor i in idxs:\n",
+ "\t\t# load the input image and extract the sku ROI\n",
+ "\t\tsku = data[i]\n",
+ "\t\t# force resize the face ROI to 96x96 and then add it to the\n",
+ "\t\t# sku montage list\n",
+ "\t\tsku = cv2.resize(face, (96, 96))\n",
+ "\t\tskus.append(sku)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "((3024, 4032, 3), (900, 1200, 3))"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "uploaded_img = cv2.imread(\"tmp.png\")\n",
+ "# cv2.imwrite(\"tmp.png\", uploaded_img)\n",
+ "\n",
+ "master = cv2.imread('./sample_master_planogram.jpeg')\n",
+ "\n",
+ "master.shape, uploaded_img.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Now do something with the image! For example, let's display it:\n",
+ "# st.image(opencv_image, channels=\"BGR\")\n",
+ "\n",
+ "# uploaded_img = '/content/drive/My Drive/0.CV/0.Planogram_Compliance/planogram_data/images/test/IMG_5718.jpg'\n",
+ "# result_list = run_yolo_v5(weights='base_line_best_model_exp5.pt',\n",
+ "# source=\"tmp.png\", imgsz=[640, 640])\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "bb_df = pd.DataFrame(result_list[0][1].tolist(), columns =[\"xmin\",\"ymin\", \"xmax\", \"ymax\", \"conf\", \"cls\"])\n",
+ "sorted_df = do_sorting(bb_df)\n",
+ "\n",
+ "n_rows = 3\n",
+ "n_cols = 16\n",
+ "master_table = np.zeros((n_rows, n_cols))\n",
+ "master_annotations = [[(32, 12), (8, 4)], [(36, 1), (41, 6), (50, 4), (51, 3), (52, 2)], [(23, 5), (24, 6), (54,5)]]\n",
+ "\n",
+ "for i, row in enumerate(master_annotations):\n",
+ " idx = 0\n",
+ " for product, count in row:\n",
+ " master_table[i, idx:idx+count] = product\n",
+ " idx = idx + count\n",
+ "\n",
+ "non_null_product = 101\n",
+ "detected_table = np.zeros((n_rows, n_cols)) + 100\n",
+ "for i, row in sorted_df.groupby('line_number'):\n",
+ " # print(f\"Adding products in the row {i} to the detected planogram\", row.cls.tolist())\n",
+ " products =row.cls.tolist()\n",
+ " detected_table[int(i-1), 0:len(products)] = products\n",
+ "\n",
+ "score = (master_table == detected_table).sum() / (master_table != non_null_product).sum()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3.8.10 64-bit",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.10"
+ },
+ "orig_nbformat": 4,
+ "vscode": {
+ "interpreter": {
+ "hash": "5b3ded1ccb95c1d9bd405e7b823d9e85424cde40fbb5985eb47e999ef50e15b4"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}