{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from utils import *\n", "warnings.filterwarnings('ignore')\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "fd_collection = getCollection(\"team_5_mwdb_phase_2\", \"fd_collection\")\n", "all_images = fd_collection.find()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selected_latent_space = valid_latent_spaces[\n", " str(input(\"Enter latent space - one of \" + str(list(valid_latent_spaces.keys()))))\n", "]\n", "\n", "selected_feature_model = valid_feature_models[\n", " str(input(\"Enter feature model - one of \" + str(list(valid_feature_models.keys()))))\n", "]\n", "\n", "k = int(input(\"Enter value of k (no. of latent semantics): \"))\n", "if k < 1:\n", " raise ValueError(\"k should be a positive integer\")\n", "\n", "k_2 = int(input(\"Enter value of k_2 (no. of similar images): \"))\n", "if k_2 < 1:\n", " raise ValueError(\"k_2 should be a positive integer\")\n", "\n", "if selected_latent_space != \"cp\":\n", " selected_dim_reduction_method = str(\n", " input(\n", " \"Enter dimensionality reduction method - one of \"\n", " + str(list(valid_dim_reduction_methods.keys()))\n", " )\n", " )\n", "\n", "selected_image_id = int(\n", " input(\"Enter image ID: (-1 if you want to select an image file)\")\n", ")\n", "if selected_image_id == -1:\n", " # can't use image files for similarity matrices as they are fixed data\n", " if selected_latent_space in [\"label_sim\", \"image_sim\"]:\n", " raise Exception(\"Can't use image file for LS3, LS4 latent spaces\")\n", " # pick image and get label using tkinter\n", " root = tkinter.Tk()\n", " root.attributes(\"-topmost\", True)\n", " selected_image_path = askopenfilename(title=\"Select Image File\")\n", " root.withdraw()\n", " print(selected_image_path)\n", " sample_image = read_image(selected_image_path).div(255) # scale to [0,1] range\n", "else:\n", " # can't use new image for fixed img-img sim matrix\n", " if selected_latent_space == \"image_sim\" and (selected_image_id % 2) != 0:\n", " raise Exception(\"Can't use odd-numbered image ID for image similarity matrix made from even-numbered image IDs\")\n", " # get image and label from dataset\n", " sample_image, sample_label = dataset[selected_image_id]\n", "\n", "# Show selected image\n", "plt.imshow(transforms.ToPILImage()(sample_image))\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cm_fd-svd-10-semantics.json loaded\n" ] } ], "source": [ "# Loading latent semantics\n", "match selected_latent_space:\n", " # LS1\n", " case \"\":\n", " file_prefix = f\"{selected_feature_model}-{selected_dim_reduction_method}-{k}\"\n", " file_name = file_prefix + \"-semantics.json\"\n", " model_name = file_prefix + \"-model.joblib\"\n", " if os.path.exists(file_name):\n", " data = json.load(open(file_name))\n", " print(file_name + \" loaded\")\n", " else:\n", " raise Exception(file_name + \" does not exist\")\n", " # LDA model\n", " if selected_dim_reduction_method == \"lda\":\n", " if os.path.exists(model_name):\n", " data_model = load(model_name)\n", " print(model_name + \" loaded\")\n", " else:\n", " raise Exception(model_name + \" does not exist\")\n", " # LS2\n", " case \"cp\":\n", " file_name = f\"{selected_feature_model}-cp-{k}-semantics.json\"\n", " if os.path.exists(file_name):\n", " data = json.load(open(file_name))\n", " print(file_name + \" loaded\")\n", " else:\n", " raise Exception(file_name + \" does not exist\")\n", " # LS3, LS4\n", " case _:\n", " file_name = f\"{selected_latent_space}-{selected_feature_model}-{selected_dim_reduction_method}-{k}-semantics.json\"\n", " if os.path.exists(file_name):\n", " data = json.load(open(file_name))\n", " print(file_name + \" loaded\")\n", " else:\n", " raise Exception(file_name + \" does not exist\")\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def extract_similarities_ls1_ls4(\n", " latent_space, dim_reduction, selected_feature_model, data, image_id\n", "):\n", " if image_id % 2:\n", " # not in database\n", " image_fd = np.array(get_all_fd(image_id)[selected_feature_model]).flatten()\n", " else:\n", " image_fd = np.array(\n", " fd_collection.find({\"image_id\": image_id})[selected_feature_model]\n", " ).flatten()\n", "\n", " match dim_reduction:\n", " case \"svd\":\n", " U = np.array(data[\"image-semantic\"])\n", " S = np.array(data[\"semantics-core\"])\n", " if len(S.shape) == 1:\n", " S = np.diag(S)\n", " V = np.transpose(np.array(data[\"semantic-feature\"]))\n", "\n", " # 1 - Given data is multiplied with feature-semantic and core\n", " comparison_feature_space = np.matmul(U, S)\n", "\n", " if latent_space == \"image_sim\":\n", " # directly compare\n", " comparison_vector = comparison_feature_space[int(image_id / 2)]\n", " else:\n", " # 2 - Image-semantic is multiplied with core\n", " comparison_vector = np.matmul(np.matmul(image_fd, V), S)\n", "\n", " case \"nmf\":\n", " H = np.array(data[\"semantic-feature\"])\n", " comparison_feature_space = np.array(data[\"image-semantic\"])\n", "\n", " if latent_space == \"image_sim\":\n", " comparison_vector = comparison_feature_space[int(image_id / 2)]\n", " else:\n", " min_value = np.min(image_fd)\n", " feature_vectors_shifted = image_fd - min_value\n", " comparison_vector, _ = nmf(feature_vectors_shifted, k, H, update_H=False)\n", "\n", " case \"kmeans\":\n", " comparison_vector = []\n", " comparison_feature_space = np.array(data[\"image-semantic\"])\n", " S = np.array(data[\"semantic-feature\"])\n", "\n", " if latent_space == \"image_sim\":\n", " comparison_vector = comparison_feature_space[int(image_id / 2)]\n", " else:\n", " for centroid in S:\n", " comparison_vector.append(math.dist(image_fd, centroid))\n", "\n", " case \"lda\":\n", " comparison_feature_space = np.array(data[\"image-semantic\"])\n", " if latent_space == \"image_sim\":\n", " comparison_vector = comparison_feature_space[int(image_id / 2)]\n", " else:\n", " min_value = np.min(image_fd)\n", " feature_vectors_shifted = image_fd - min_value\n", " comparison_vector = data_model.transform(\n", " feature_vectors_shifted.flatten().reshape(1, -1)\n", " ).flatten()\n", " \n", " distances = []\n", " for i in range(NUM_IMAGES):\n", " # skip target image\n", " if (i * 2) != image_id:\n", " if dim_reduction == \"lda\":\n", " # KL divergence\n", " distances.append(\n", " {\n", " \"image_id\": i * 2,\n", " \"label\": all_images[i][\"true_label\"],\n", " \"distance\": kl_divergence_measure(\n", " comparison_vector, comparison_feature_space[i]\n", " ),\n", " }\n", " )\n", " else:\n", " # euclidean\n", " distances.append(\n", " {\n", " \"image_id\": i * 2,\n", " \"label\": all_images[i][\"true_label\"],\n", " \"distance\": math.dist(\n", " comparison_vector, comparison_feature_space[i]\n", " ),\n", " }\n", " )\n", "\n", " distances = sorted(distances, key=lambda x: x[\"distance\"], reverse=False)\n", "\n", " similar_labels = []\n", " unique_labels = set()\n", "\n", " for img in distances:\n", " if img[\"label\"] not in unique_labels:\n", " similar_labels.append(img)\n", " unique_labels.add(img[\"label\"])\n", "\n", " if len(similar_labels) == k_2:\n", " break\n", "\n", " for x in similar_labels:\n", " print(x)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def extract_similarities_ls2(data, image_id):\n", "\n", " IS = np.array(data[\"image-semantic\"])\n", " S = np.array(data[\"semantics-core\"])\n", "\n", " if len(S.shape) == 1:\n", " S = np.diag(S)\n", "\n", " comparison_feature_space = np.matmul(IS, S)\n", " comparison_vector = comparison_feature_space[int(image_id / 2)]\n", "\n", " distances = []\n", "\n", " n = len(comparison_feature_space)\n", " for i in range(n):\n", " if i != (image_id / 2):\n", " distances.append({\"image_id\": i * 2, \"label\": all_images[i][\"true_label\"], \"distance\": math.dist(comparison_vector, comparison_feature_space[i])})\n", " \n", " distances = sorted(distances, key=lambda x: x[\"distance\"], reverse=False)\n", "\n", " similar_labels = []\n", " unique_labels = set()\n", "\n", " for img in distances:\n", " if img[\"label\"] not in unique_labels:\n", " similar_labels.append(img)\n", " unique_labels.add(img[\"label\"])\n", "\n", " if len(similar_labels) == k_2:\n", " break\n", "\n", "\n", " for x in similar_labels:\n", " print(x)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def extract_similarities_ls3(dim_reduction, data, image_id):\n", "\n", " img_label = fd_collection.find({\"image_id\": image_id})[\"true_label\"]\n", "\n", " if dim_reduction == \"svd\":\n", " U = np.array(data[\"image-semantic\"])\n", " S = np.array(data[\"semantics-core\"])\n", " V = np.transpose(np.array(data[\"semantic-feature\"]))\n", "\n", " comparison_feature_space = np.matmul(U, S)\n", " else:\n", " comparison_feature_space = np.array(data[\"image-semantic\"])\n", " \n", " comparison_vector = comparison_feature_space[img_label]\n", "\n", " distances = []\n", " for i in range(NUM_LABELS):\n", " if i != img_label:\n", " distances.append({\"label\": i, \"distance\": math.dist(comparison_vector, comparison_feature_space[i])})\n", "\n", " distances = sorted(distances, key=lambda x: x[\"distance\"], reverse=False)[:k_2]\n", "\n", " for label in distances:\n", " print(label)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'image_id': 124, 'label': 0, 'distance': 0.4148529606356992}\n", "{'image_id': 4920, 'label': 39, 'distance': 1.676182057636327}\n", "{'image_id': 5228, 'label': 45, 'distance': 1.8250992738304608}\n", "{'image_id': 7748, 'label': 87, 'distance': 2.1685026820679094}\n", "{'image_id': 7212, 'label': 78, 'distance': 2.227285100342999}\n", "{'image_id': 5702, 'label': 52, 'distance': 2.2295842822364613}\n", "{'image_id': 4564, 'label': 34, 'distance': 2.237135101448168}\n", "{'image_id': 3160, 'label': 13, 'distance': 2.2593077151660474}\n", "{'image_id': 3276, 'label': 15, 'distance': 2.2697839276364635}\n", "{'image_id': 3396, 'label': 16, 'distance': 2.352119717303774}\n" ] } ], "source": [ "match selected_latent_space:\n", "\n", " case \"\" | \"image_sim\":\n", " \n", " extract_similarities_ls1_ls4(selected_latent_space, selected_dim_reduction_method, selected_feature_model, data, selected_image_id)\n", "\n", " case \"label_sim\":\n", "\n", " extract_similarities_ls3(selected_dim_reduction_method, data, selected_image_id)\n", "\n", " case \"cp\":\n", "\n", " extract_similarities_ls2(data, selected_image_id)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 2 }