[14ef49]: / Colab Notebooks / classification_inference.ipynb

Download this file

1 lines (1 with data), 52.8 kB

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"mount_file_id":"17L3k-RWVzwAos_2QQeIUUmx5er0RkjAk","authorship_tag":"ABX9TyMg+W8s5CX4i6uAcaBRN0ok"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"rMttqqCcNZrz"},"outputs":[],"source":["import pandas as pd"]},{"cell_type":"code","source":["inf_Inception = pd.read_csv('/content/drive/MyDrive/classification/saved Models/Pretrained InceptionV3/predictions.csv')\n","inf_VGG = pd.read_csv('/content/drive/MyDrive/classification/saved Models/Pretrained VGG16/predictions.csv')\n","inf_Dense = pd.read_csv('/content/drive/MyDrive/classification/saved Models/Pretrained DenseNet121/predictions.csv')\n","inf_Resnet = pd.read_csv('/content/drive/MyDrive/classification/saved Models/Pretrained ResNet50/predictions.csv')\n","inf_Inception1 = pd.read_csv('/content/drive/MyDrive/classification/saved Models/Pretrained InceptionV3_1/predictions.csv')"],"metadata":{"id":"hE9Vtu4HNeqc"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from matplotlib.figure import Figure\n","import sklearn.metrics as metrics\n","import matplotlib.pyplot as plt\n","\n","plt.rcParams[\"figure.figsize\"] = (8,6)\n","fpr, tpr, thresholds = metrics.roc_curve(inf_Inception.label, inf_Inception.pred_prob)\n","roc_auc = metrics.auc(fpr, tpr)\n","plt.plot(fpr, tpr, 'b', label = 'InceptionV3 (512X512) = %0.2f' % roc_auc, color='red')\n","\n","fpr, tpr, thresholds = metrics.roc_curve(inf_VGG.label, inf_VGG.pred_prob)\n","roc_auc = metrics.auc(fpr, tpr)\n","plt.plot(fpr, tpr, 'b', label = 'VGG = %0.2f' % roc_auc, color = 'green')\n","\n","fpr, tpr, thresholds = metrics.roc_curve(inf_Dense.label, inf_Dense.pred_prob)\n","roc_auc = metrics.auc(fpr, tpr)\n","plt.plot(fpr, tpr, 'b', label = 'DenseNet121 = %0.2f' % roc_auc, color='blue')\n","\n","fpr, tpr, thresholds = metrics.roc_curve(inf_Resnet.label, inf_Resnet.pred_prob)\n","roc_auc = metrics.auc(fpr, tpr)\n","plt.plot(fpr, tpr, 'b', label = 'ResNet50 = %0.2f' % roc_auc, color='black')\n","\n","fpr, tpr, thresholds = metrics.roc_curve(inf_Inception1.label, inf_Inception1.pred_prob)\n","roc_auc = metrics.auc(fpr, tpr)\n","plt.plot(fpr, tpr, 'b', label = 'InceptionV3 (224x224) = %0.2f' % roc_auc, color='orange')\n","\n","plt.legend(loc = 'lower right', title = 'AUC Score')\n","plt.ylabel('True Positive Rate')\n","plt.xlabel('False Positive Rate')\n","plt.title('Receiver Operating Characteristic')\n","plt.show()"],"metadata":{"id":"2Fc8EJ64PQij","colab":{"base_uri":"https://localhost:8080/","height":404},"executionInfo":{"status":"ok","timestamp":1665598416191,"user_tz":-330,"elapsed":1208,"user":{"displayName":"Satvik Maheshwari","userId":"09768921556990219284"}},"outputId":"4839ba27-3d62-4047-de32-f4dda438ae1c"},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 576x432 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[],"metadata":{"id":"B_r4qeM8T2Cx"},"execution_count":null,"outputs":[]}]}